{ "title": "Enjoy Thai Land decision engine", "description": "Explainable travel decisions computed from the signal layer and entity graph, with transparent fallback metadata instead of hidden seed scoring.", "generated_at": "2026-06-24T03:51:19.382Z", "family_count": 6, "decision_count": 49, "families": [ { "id": "today", "name": "Where to go today", "decisionType": "where_to_go_today", "status": "active", "endpoint": "/api/decisions/today", "note": "Ranks destination entities using live AQI and comfort signals plus source confidence, regional context, and airport-scale, airport-access, airport board-surface, or airport environmental-support context where it materially changes the trip shape.", "output": "Best and weakest destination picks today." }, { "id": "where-to-stay", "name": "Where to stay", "decisionType": "where_to_stay", "status": "active", "endpoint": "/api/decisions/where-to-stay", "note": "Ranks hotel-area entities using comfort, source confidence, parent-destination resilience, airport-ground-access support, official airport pickup-rule context, airport board-surface support, airport-scale context, airport environmental-support context, rail-support context, and official rail presence where they materially affect the stay.", "output": "Best current hotel bases and who they fit." }, { "id": "route-check", "name": "Route check", "decisionType": "route_check", "status": "active", "endpoint": "/api/decisions/route-check", "note": "Checks high-value route templates using destination scores, transfer nodes, airport-weather context, airport-ground-access support, official airport pickup-rule context, official passenger board-surface support, airport-scale context, airport environmental-support context, rail-support context, official rail presence where the route can plausibly use it, and live pier or transfer support where coastal legs matter.", "output": "Route feasibility, main breaker, and pivot." }, { "id": "ferry-check", "name": "Ferry check", "decisionType": "ferry_check", "status": "active", "endpoint": "/api/decisions/ferry-check", "note": "Checks pier and island-chain plans with live sea-state caution, public transfer support, ferry fragility, and honest refund logic.", "output": "Ferry fragility, refund logic, and backup move." }, { "id": "food-route", "name": "Food route", "decisionType": "food_route", "status": "active", "endpoint": "/api/decisions/food-route", "note": "Turns destination and venue-density entity records into traveler-facing food-route picks.", "output": "Best food-first destination and route fit." }, { "id": "gold-buying-check", "name": "Gold buying check", "decisionType": "gold_buying_check", "status": "active", "endpoint": "/api/decisions/gold-buying-check", "note": "Explains the national Thai Gold Traders Association 96.5% reference quote in THB per 1 baht-weight, then pairs it with city buying-context friction so Bangkok, Chiang Mai, Phuket, Pattaya, and Hat Yai are not mistaken for separate official local price feeds.", "output": "National quote, city buying context, and next gold-shopping checks." } ], "decisions": { "today": [ { "decision_id": "today_chiang-mai", "decision_type": "where_to_go_today", "subject_id": "chiang-mai", "subject_name": "Chiang Mai", "subject_type": "destination", "score": 65, "component_score": 74.2, "penalty_points": 9, "confidence": "High", "label": "mixed", "recommendation": "Chiang Mai is a cautious today pick.", "best_for": "Culture, cafes, temples, northern food, and slower city pacing.", "avoid_if": "PM2.5 stays high or the trip depends on mountain views being crisp.", "check_first": [ "Treat sustained PM2.5 as the main breaker.", "Choose Old City or Nimman based on trip shape, not a random deal.", "Keep Bangkok or the coast as a real pivot if smoke stays high." ], "next_action": "Check PM2.5 first, then choose Old City or Nimman before paying for side trips.", "pivot": "Pivot to Bangkok or the coast if smoke remains stubborn.", "freshness_class": "fresh", "score_formula_version": "same-day-signal-v3", "signal_coverage": { "total_components": 26, "available_components": 26, "live_components": 25, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "aqi_fit", "label": "AQI fit", "score": 92, "weight": 0.16, "contribution": 14.72, "source": "signal", "signal_type": "aqi_risk", "entity_id": "chiang-mai", "used_default": false, "default_reason": "AQI risk missing; using conservative destination fallback.", "note": "" }, { "key": "outdoor_comfort", "label": "Outdoor comfort", "score": 95, "weight": 0.12, "contribution": 11.4, "source": "signal", "signal_type": "outdoor_comfort", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Outdoor comfort missing; using conservative fallback.", "note": "" }, { "key": "rain_risk", "label": "Rain fit", "score": 56, "weight": 0.22, "contribution": 12.32, "source": "signal", "signal_type": "rain_risk", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Rain fit missing; using conservative fallback.", "note": "" }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 60, "weight": 0.08, "contribution": 4.8, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context, not airline on-time performance." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 41, "weight": 0.012, "contribution": 0.49, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor linked to the destination, not a live airline board." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.012, "contribution": 0.5, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context around the main airport anchor, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages. The board rows themselves use a browser turnstile token, so this is not direct live airline status truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 50, "weight": 0.012, "contribution": 0.6, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, gate, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context around the main airport anchor, not live measured sound-level truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 43, "weight": 0.012, "contribution": 0.52, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the destination, not live seat, delay, or operator-disruption truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 86, "weight": 0.012, "contribution": 1.03, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support for overland bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 72, "weight": 0.012, "contribution": 0.86, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support for intercity-bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support for intercity-bus planning, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.012, "contribution": 1.13, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context, not local realtime service quality, dispatch, or incident truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 92, "weight": 0.012, "contribution": 1.1, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "water_risk", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Water-risk signal missing; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 84, "weight": 0.012, "contribution": 1.01, "source": "signal", "signal_type": "spa_license_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "park_access_context", "label": "Park access context", "score": 90, "weight": 0.012, "contribution": 1.08, "source": "signal", "signal_type": "park_access_context", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context, not live closure, ranger, capacity, or ticket truth." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "noise_risk", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Noise-risk signal missing; using conservative fallback.", "note": "" }, { "key": "road_safety", "label": "Road safety", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "road_safety_risk", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Road-risk signal missing; using conservative fallback.", "note": "" }, { "key": "transport_friction", "label": "Transport friction", "score": 63, "weight": 0.05, "contribution": 3.15, "source": "signal", "signal_type": "transport_friction", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Transport-friction signal missing; using conservative fallback.", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.03, "contribution": 2.91, "source": "signal", "signal_type": "source_confidence", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Source-confidence signal missing; using conservative fallback.", "note": "" }, { "key": "disaster_context", "label": "Disaster context", "score": 46, "weight": 0.1, "contribution": 4.6, "source": "signal", "signal_type": "regional_disaster_context", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Disaster context missing; using conservative fallback.", "note": "" }, { "key": "earthquake_context", "label": "Earthquake context", "score": 64, "weight": 0.03, "contribution": 1.92, "source": "signal", "signal_type": "regional_earthquake_context", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Earthquake context missing; using conservative fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 78, "weight": 0.015, "contribution": 1.17, "source": "blueprint", "signal_type": null, "entity_id": "chiang-mai", "used_default": false, "default_reason": "Blueprint seed score missing; using live average as the fallback baseline.", "note": "Blueprint baseline is now a light fallback and copy anchor, not the primary scoring driver." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Same-day signal spread penalty", "points": 9, "applied": true, "spread": 49, "note": "Component scores spread by 49 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "30 joined sources support this decision.", "weakest_signal": { "type": "airport_transfer_support", "label": "Airport transfer support is weak", "reason": "Public transport structure around this airport shows 1 mapped stop(s), 1 mode group(s), 1 rail-linked stop(s), 0 airport-link stop(s), and 0 bus-linked stop(s). This is airport-ground-access support, not live airline board or queue truth." }, "related_pages": [ { "path": "/where-to-go/chiang-mai/", "label": "Chiang Mai destination guide" }, { "path": "/accommodation/chiang-mai/", "label": "Where to stay in Chiang Mai" }, { "path": "/food/chiang-mai-khao-soi/", "label": "Chiang Mai khao soi route" }, { "path": "/today/north/", "label": "Northern Thailand Today" }, { "path": "/food/chiang-mai-food-guide/", "label": "Chiang Mai food guide" }, { "path": "/temples/chiang-mai/", "label": "Chiang Mai temple route" }, { "path": "/research/temples/chiang-mai/", "label": "Chiang Mai temple research" } ], "path": "/entities/chiang-mai/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T09:51:33.917Z" }, { "decision_id": "today_ayutthaya", "decision_type": "where_to_go_today", "subject_id": "ayutthaya", "subject_name": "Ayutthaya", "subject_type": "destination", "score": 64, "component_score": 75.3, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Ayutthaya is a cautious today pick.", "best_for": "Easy history from Bangkok with low commitment.", "avoid_if": "You hate heat exposure or want a slow overnight small-town mood instead.", "check_first": [ "Start early in hot months.", "Use train or simple road logic rather than over-designing the transfer.", "Treat Bangkok as the hotel base unless the trip specifically wants slower nights." ], "next_action": "Go early, travel light, and keep the day tight enough to avoid a punishing noon slog.", "pivot": "Return to Bangkok early if heat becomes the real story.", "freshness_class": "fresh", "score_formula_version": "same-day-signal-v3", "signal_coverage": { "total_components": 22, "available_components": 21, "live_components": 20, "fallback_components": 1, "defaulted_components": 1, "coverage_ratio": 0.955 }, "score_components": [ { "key": "aqi_fit", "label": "AQI fit", "score": 92, "weight": 0.16, "contribution": 14.72, "source": "signal", "signal_type": "aqi_risk", "entity_id": "ayutthaya", "used_default": false, "default_reason": "AQI risk missing; using conservative destination fallback.", "note": "" }, { "key": "outdoor_comfort", "label": "Outdoor comfort", "score": 95, "weight": 0.12, "contribution": 11.4, "source": "signal", "signal_type": "outdoor_comfort", "entity_id": "ayutthaya", "used_default": false, "default_reason": "Outdoor comfort missing; using conservative fallback.", "note": "" }, { "key": "rain_risk", "label": "Rain fit", "score": 56, "weight": 0.22, "contribution": 12.32, "source": "signal", "signal_type": "rain_risk", "entity_id": "ayutthaya", "used_default": false, "default_reason": "Rain fit missing; using conservative fallback.", "note": "" }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 82, "weight": 0.012, "contribution": 0.98, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "ayutthaya", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor linked to the destination, not a live airline board." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "ayutthaya", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context around the main airport anchor, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "ayutthaya", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages. The board rows themselves use a browser turnstile token, so this is not direct live airline status truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "ayutthaya", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, gate, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "ayutthaya", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context around the main airport anchor, not live measured sound-level truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 52, "weight": 0.012, "contribution": 0.62, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "ayutthaya", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the destination, not live seat, delay, or operator-disruption truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 92, "weight": 0.012, "contribution": 1.1, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "ayutthaya", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support for intercity-bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "ayutthaya", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support for intercity-bus planning, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.012, "contribution": 1.13, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "ayutthaya", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context, not local realtime service quality, dispatch, or incident truth." }, { "key": "water_risk", "label": "Water and flood fit", "score": 76, "weight": 0.08, "contribution": 6.08, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "ayutthaya", "used_default": false, "default_reason": "Water-risk signal missing; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.04, "contribution": 3.52, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "ayutthaya", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context, not live speed, queue, lane, or incident truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 82, "weight": 0.012, "contribution": 0.98, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "ayutthaya", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 68, "weight": 0.05, "contribution": 3.4, "source": "signal", "signal_type": "noise_risk", "entity_id": "ayutthaya", "used_default": true, "default_reason": "Noise-risk signal missing; using conservative fallback.", "note": "" }, { "key": "road_safety", "label": "Road safety", "score": 77, "weight": 0.05, "contribution": 3.85, "source": "signal", "signal_type": "road_safety_risk", "entity_id": "ayutthaya", "used_default": false, "default_reason": "Road-risk signal missing; using conservative fallback.", "note": "" }, { "key": "transport_friction", "label": "Transport friction", "score": 75, "weight": 0.05, "contribution": 3.75, "source": "signal", "signal_type": "transport_friction", "entity_id": "ayutthaya", "used_default": false, "default_reason": "Transport-friction signal missing; using conservative fallback.", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.03, "contribution": 2.91, "source": "signal", "signal_type": "source_confidence", "entity_id": "ayutthaya", "used_default": false, "default_reason": "Source-confidence signal missing; using conservative fallback.", "note": "" }, { "key": "disaster_context", "label": "Disaster context", "score": 46, "weight": 0.1, "contribution": 4.6, "source": "signal", "signal_type": "regional_disaster_context", "entity_id": "ayutthaya", "used_default": false, "default_reason": "Disaster context missing; using conservative fallback.", "note": "" }, { "key": "earthquake_context", "label": "Earthquake context", "score": 64, "weight": 0.03, "contribution": 1.92, "source": "signal", "signal_type": "regional_earthquake_context", "entity_id": "ayutthaya", "used_default": false, "default_reason": "Earthquake context missing; using conservative fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 79, "weight": 0.015, "contribution": 1.19, "source": "blueprint", "signal_type": null, "entity_id": "ayutthaya", "used_default": false, "default_reason": "Blueprint seed score missing; using live average as the fallback baseline.", "note": "Blueprint baseline is now a light fallback and copy anchor, not the primary scoring driver." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Same-day signal spread penalty", "points": 9, "applied": true, "spread": 49, "note": "Component scores spread by 49 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort" ], "source_summary": "23 joined sources support this decision.", "weakest_signal": { "type": "regional_disaster_context", "label": "Regional disaster context is busy", "reason": "GDACS currently shows 4 active hazard groups across 32 tracked events. This is a route-confidence layer, not a local place safety verdict." }, "related_pages": [ { "path": "/where-to-go/ayutthaya/", "label": "Ayutthaya destination guide" }, { "path": "/rail/bangkok-ayutthaya-train/", "label": "Bangkok to Ayutthaya train" }, { "path": "/accommodation/ayutthaya/", "label": "Ayutthaya stay guide" }, { "path": "/food/ayutthaya-food-route/", "label": "Ayutthaya food guide" }, { "path": "/temples/ayutthaya/", "label": "Ayutthaya temple route" }, { "path": "/research/temples/ayutthaya/", "label": "Ayutthaya temple research" } ], "path": "/entities/ayutthaya/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T09:00:00.000Z" }, { "decision_id": "today_bangkok", "decision_type": "where_to_go_today", "subject_id": "bangkok", "subject_name": "Bangkok", "subject_type": "destination", "score": 63, "component_score": 74.2, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Bangkok is a cautious today pick.", "best_for": "First trips, rainy-day resilience, food density, hospitals, and rail-linked city movement.", "avoid_if": "You want a quiet, taxi-heavy, or outdoor-only city break.", "check_first": [ "Check Air4Thai before heavy outdoor days.", "Choose a BTS/MRT-linked base before paying for a hotel.", "Treat cross-city taxi-heavy days as a risk, not a default." ], "next_action": "Pick a BTS/MRT-linked base first, then shape temple, food, and river days around nearby zones.", "pivot": "Use Ayutthaya or Kanchanaburi as the easier side-trip move, or shift to a coast if city noise is the real problem.", "freshness_class": "fresh", "score_formula_version": "same-day-signal-v3", "signal_coverage": { "total_components": 31, "available_components": 30, "live_components": 29, "fallback_components": 1, "defaulted_components": 1, "coverage_ratio": 0.968 }, "score_components": [ { "key": "aqi_fit", "label": "AQI fit", "score": 92, "weight": 0.16, "contribution": 14.72, "source": "signal", "signal_type": "aqi_risk", "entity_id": "bangkok", "used_default": false, "default_reason": "AQI risk missing; using conservative destination fallback.", "note": "" }, { "key": "outdoor_comfort", "label": "Outdoor comfort", "score": 95, "weight": 0.12, "contribution": 11.4, "source": "signal", "signal_type": "outdoor_comfort", "entity_id": "bangkok", "used_default": false, "default_reason": "Outdoor comfort missing; using conservative fallback.", "note": "" }, { "key": "rain_risk", "label": "Rain fit", "score": 56, "weight": 0.22, "contribution": 12.32, "source": "signal", "signal_type": "rain_risk", "entity_id": "bangkok", "used_default": false, "default_reason": "Rain fit missing; using conservative fallback.", "note": "" }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 60, "weight": 0.08, "contribution": 4.8, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context, not airline on-time performance." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 82, "weight": 0.012, "contribution": 0.98, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor linked to the destination, not a live airline board." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context around the main airport anchor, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages. The board rows themselves use a browser turnstile token, so this is not direct live airline status truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, gate, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context around the main airport anchor, not live measured sound-level truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the destination, not live seat, delay, or operator-disruption truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 86, "weight": 0.012, "contribution": 1.03, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support for overland bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 92, "weight": 0.012, "contribution": 1.1, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support for intercity-bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support for intercity-bus planning, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.012, "contribution": 1.13, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context, not local realtime service quality, dispatch, or incident truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 88, "weight": 0.012, "contribution": 1.06, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset, useful as last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 92, "weight": 0.012, "contribution": 1.1, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot coverage around Bangkok traveler entities, useful as aggregate demand and pickup/dropoff context rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 98, "weight": 0.012, "contribution": 1.18, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support, not live headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 88, "weight": 0.012, "contribution": 1.06, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint around Bangkok traveler entities, not realtime vehicle, ETA, crowding, or outage truth." }, { "key": "water_risk", "label": "Water and flood fit", "score": 44, "weight": 0.08, "contribution": 3.52, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "bangkok", "used_default": false, "default_reason": "Water-risk signal missing; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.04, "contribution": 3.52, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "spa_license_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 50, "weight": 0.05, "contribution": 2.5, "source": "signal", "signal_type": "noise_risk", "entity_id": "bangkok", "used_default": false, "default_reason": "Noise-risk signal missing; using conservative fallback.", "note": "" }, { "key": "civic_friction", "label": "Civic friction", "score": 68, "weight": 0.012, "contribution": 0.82, "source": "signal", "signal_type": "civic_friction", "entity_id": "bangkok", "used_default": true, "default_reason": "Civic-friction signal missing for this Bangkok layer; using conservative fallback.", "note": "Civic friction is only weighted where Bangkok civic complaint statistics are available." }, { "key": "road_safety", "label": "Road safety", "score": 90, "weight": 0.05, "contribution": 4.5, "source": "signal", "signal_type": "road_safety_risk", "entity_id": "bangkok", "used_default": false, "default_reason": "Road-risk signal missing; using conservative fallback.", "note": "" }, { "key": "transport_friction", "label": "Transport friction", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "transport_friction", "entity_id": "bangkok", "used_default": false, "default_reason": "Transport-friction signal missing; using conservative fallback.", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.03, "contribution": 2.91, "source": "signal", "signal_type": "source_confidence", "entity_id": "bangkok", "used_default": false, "default_reason": "Source-confidence signal missing; using conservative fallback.", "note": "" }, { "key": "disaster_context", "label": "Disaster context", "score": 46, "weight": 0.1, "contribution": 4.6, "source": "signal", "signal_type": "regional_disaster_context", "entity_id": "bangkok", "used_default": false, "default_reason": "Disaster context missing; using conservative fallback.", "note": "" }, { "key": "earthquake_context", "label": "Earthquake context", "score": 64, "weight": 0.03, "contribution": 1.92, "source": "signal", "signal_type": "regional_earthquake_context", "entity_id": "bangkok", "used_default": false, "default_reason": "Earthquake context missing; using conservative fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 88, "weight": 0.015, "contribution": 1.32, "source": "blueprint", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "Blueprint seed score missing; using live average as the fallback baseline.", "note": "Blueprint baseline is now a light fallback and copy anchor, not the primary scoring driver." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Same-day signal spread penalty", "points": 9, "applied": true, "spread": 51, "note": "Component scores spread by 51 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "civic_friction" ], "source_summary": "46 joined sources support this decision.", "weakest_signal": { "type": "flood_water_risk", "label": "Water and flood-adjacent risk is elevated", "reason": "Thaiwater status proxy scores 33 with dissolved oxygen 0 mg/L. This is a river and canal caution layer, not a full flood-stage model." }, "related_pages": [ { "path": "/today/bangkok/", "label": "Bangkok Today" }, { "path": "/where-to-go/bangkok/", "label": "Bangkok destination guide" }, { "path": "/accommodation/bangkok/", "label": "Where to stay in Bangkok" }, { "path": "/venues/restaurants/bangkok/", "label": "Bangkok restaurants" }, { "path": "/food/bangkok-food-guide/", "label": "Bangkok food guide" }, { "path": "/temples/bangkok/", "label": "Bangkok temple route" }, { "path": "/research/temples/bangkok/", "label": "Bangkok temple research" } ], "path": "/entities/bangkok/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T09:51:33.917Z" }, { "decision_id": "today_isaan", "decision_type": "where_to_go_today", "subject_id": "isaan", "subject_name": "Isaan", "subject_type": "destination", "score": 63, "component_score": 71.1, "penalty_points": 8, "confidence": "High", "label": "mixed", "recommendation": "Isaan is a cautious today pick.", "best_for": "Repeat visitors, regional food, and deeper province-level travel.", "avoid_if": "You want one obvious first-trip infrastructure answer.", "check_first": [ "Treat province choice as the real decision, not just the region label.", "Use Khon Kaen, Ubon, Nong Khai, or Korat as actual anchors.", "Do not expect first-trip infrastructure everywhere." ], "next_action": "Choose one actual province cluster instead of treating the whole region as a single stop.", "pivot": "Use Bangkok as the setup base, then move east only when the trip length justifies it.", "freshness_class": "fresh", "score_formula_version": "same-day-signal-v3", "signal_coverage": { "total_components": 17, "available_components": 16, "live_components": 15, "fallback_components": 1, "defaulted_components": 1, "coverage_ratio": 0.941 }, "score_components": [ { "key": "aqi_fit", "label": "AQI fit", "score": 82, "weight": 0.16, "contribution": 13.12, "source": "signal", "signal_type": "aqi_risk", "entity_id": "isaan", "used_default": false, "default_reason": "AQI risk missing; using conservative destination fallback.", "note": "" }, { "key": "outdoor_comfort", "label": "Outdoor comfort", "score": 78, "weight": 0.12, "contribution": 9.36, "source": "signal", "signal_type": "outdoor_comfort", "entity_id": "isaan", "used_default": false, "default_reason": "Outdoor comfort missing; using conservative fallback.", "note": "" }, { "key": "rain_risk", "label": "Rain fit", "score": 64, "weight": 0.22, "contribution": 14.08, "source": "signal", "signal_type": "rain_risk", "entity_id": "isaan", "used_default": false, "default_reason": "Rain fit missing; using conservative fallback.", "note": "" }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 92, "weight": 0.012, "contribution": 1.1, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "isaan", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support for overland bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 92, "weight": 0.012, "contribution": 1.1, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "isaan", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support for intercity-bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "isaan", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support for intercity-bus planning, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.012, "contribution": 1.13, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "isaan", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context, not local realtime service quality, dispatch, or incident truth." }, { "key": "water_risk", "label": "Water and flood fit", "score": 76, "weight": 0.08, "contribution": 6.08, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "isaan", "used_default": false, "default_reason": "Water-risk signal missing; using conservative fallback.", "note": "" }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 78, "weight": 0.012, "contribution": 0.94, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "isaan", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "park_access_context", "label": "Park access context", "score": 84, "weight": 0.012, "contribution": 1.01, "source": "signal", "signal_type": "park_access_context", "entity_id": "isaan", "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context, not live closure, ranger, capacity, or ticket truth." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 68, "weight": 0.05, "contribution": 3.4, "source": "signal", "signal_type": "noise_risk", "entity_id": "isaan", "used_default": true, "default_reason": "Noise-risk signal missing; using conservative fallback.", "note": "" }, { "key": "road_safety", "label": "Road safety", "score": 76, "weight": 0.05, "contribution": 3.8, "source": "signal", "signal_type": "road_safety_risk", "entity_id": "isaan", "used_default": false, "default_reason": "Road-risk signal missing; using conservative fallback.", "note": "" }, { "key": "transport_friction", "label": "Transport friction", "score": 58, "weight": 0.05, "contribution": 2.9, "source": "signal", "signal_type": "transport_friction", "entity_id": "isaan", "used_default": false, "default_reason": "Transport-friction signal missing; using conservative fallback.", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 91, "weight": 0.03, "contribution": 2.73, "source": "signal", "signal_type": "source_confidence", "entity_id": "isaan", "used_default": false, "default_reason": "Source-confidence signal missing; using conservative fallback.", "note": "" }, { "key": "disaster_context", "label": "Disaster context", "score": 46, "weight": 0.1, "contribution": 4.6, "source": "signal", "signal_type": "regional_disaster_context", "entity_id": "isaan", "used_default": false, "default_reason": "Disaster context missing; using conservative fallback.", "note": "" }, { "key": "earthquake_context", "label": "Earthquake context", "score": 64, "weight": 0.03, "contribution": 1.92, "source": "signal", "signal_type": "regional_earthquake_context", "entity_id": "isaan", "used_default": false, "default_reason": "Earthquake context missing; using conservative fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 71, "weight": 0.015, "contribution": 1.06, "source": "blueprint", "signal_type": null, "entity_id": "isaan", "used_default": false, "default_reason": "Blueprint seed score missing; using live average as the fallback baseline.", "note": "Blueprint baseline is now a light fallback and copy anchor, not the primary scoring driver." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Same-day signal spread penalty", "points": 6, "applied": true, "spread": 36, "note": "Component scores spread by 36 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort" ], "source_summary": "23 joined sources support this decision.", "weakest_signal": { "type": "regional_disaster_context", "label": "Regional disaster context is busy", "reason": "GDACS currently shows 4 active hazard groups across 32 tracked events. This is a route-confidence layer, not a local place safety verdict." }, "related_pages": [ { "path": "/where-to-go/isaan/", "label": "Isaan destination guide" }, { "path": "/food/isaan-food-for-first-timers/", "label": "Isaan food guide" }, { "path": "/food/isaan-food-guide/", "label": "Isaan food guide" } ], "path": "/entities/isaan/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T09:51:33.917Z" }, { "decision_id": "today_koh-samui", "decision_type": "where_to_go_today", "subject_id": "koh-samui", "subject_name": "Koh Samui", "subject_type": "destination", "score": 59, "component_score": 70, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Koh Samui is a cautious today pick.", "best_for": "Comfort-first island stays with airport access and a softer Gulf pivot.", "avoid_if": "You need a no-transfer beach answer or want to chain too many boats tightly.", "check_first": [ "Compare Gulf weather directly with the Andaman coast.", "Use Samui itself as the stable base before adding Phangan or Tao.", "Check airport-plus-ferry stacks before paying for tight itineraries." ], "next_action": "Compare Gulf weather directly with Phuket and Krabi before locking the coast.", "pivot": "Use Bangkok or Phuket if flights and ferries stack badly.", "freshness_class": "fresh", "score_formula_version": "same-day-signal-v3", "signal_coverage": { "total_components": 21, "available_components": 20, "live_components": 19, "fallback_components": 1, "defaulted_components": 1, "coverage_ratio": 0.952 }, "score_components": [ { "key": "aqi_fit", "label": "AQI fit", "score": 92, "weight": 0.16, "contribution": 14.72, "source": "signal", "signal_type": "aqi_risk", "entity_id": "koh-samui", "used_default": false, "default_reason": "AQI risk missing; using conservative destination fallback.", "note": "" }, { "key": "outdoor_comfort", "label": "Outdoor comfort", "score": 95, "weight": 0.12, "contribution": 11.4, "source": "signal", "signal_type": "outdoor_comfort", "entity_id": "koh-samui", "used_default": false, "default_reason": "Outdoor comfort missing; using conservative fallback.", "note": "" }, { "key": "rain_risk", "label": "Rain fit", "score": 56, "weight": 0.22, "contribution": 12.32, "source": "signal", "signal_type": "rain_risk", "entity_id": "koh-samui", "used_default": false, "default_reason": "Rain fit missing; using conservative fallback.", "note": "" }, { "key": "marine_warning_risk", "label": "Marine warning risk", "score": 34, "weight": 0.1, "contribution": 3.4, "source": "signal", "signal_type": "marine_warning_risk", "entity_id": "koh-samui", "used_default": false, "default_reason": "", "note": "This is coastal sea-state caution for ferry and beach-dependent destinations." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 25, "weight": 0.05, "contribution": 1.25, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "koh-samui", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure support around coastal anchors, not operator seat or queue truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 94, "weight": 0.02, "contribution": 1.88, "source": "signal", "signal_type": "official_pier_support", "entity_id": "koh-samui", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around coastal anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 93, "weight": 0.08, "contribution": 7.44, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": "koh-samui", "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context, not airline on-time performance." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 68, "weight": 0.012, "contribution": 0.82, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "koh-samui", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support for overland bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 58, "weight": 0.012, "contribution": 0.7, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "koh-samui", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support for intercity-bus planning, not live departure, seat, or booking truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 81, "weight": 0.012, "contribution": 0.97, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "koh-samui", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context, not local realtime service quality, dispatch, or incident truth." }, { "key": "water_risk", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "koh-samui", "used_default": false, "default_reason": "Water-risk signal missing; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 86, "weight": 0.012, "contribution": 1.03, "source": "signal", "signal_type": "spa_license_support", "entity_id": "koh-samui", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 84, "weight": 0.012, "contribution": 1.01, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "koh-samui", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "park_access_context", "label": "Park access context", "score": 86, "weight": 0.012, "contribution": 1.03, "source": "signal", "signal_type": "park_access_context", "entity_id": "koh-samui", "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context, not live closure, ranger, capacity, or ticket truth." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 68, "weight": 0.05, "contribution": 3.4, "source": "signal", "signal_type": "noise_risk", "entity_id": "koh-samui", "used_default": true, "default_reason": "Noise-risk signal missing; using conservative fallback.", "note": "" }, { "key": "road_safety", "label": "Road safety", "score": 81, "weight": 0.05, "contribution": 4.05, "source": "signal", "signal_type": "road_safety_risk", "entity_id": "koh-samui", "used_default": false, "default_reason": "Road-risk signal missing; using conservative fallback.", "note": "" }, { "key": "transport_friction", "label": "Transport friction", "score": 60, "weight": 0.05, "contribution": 3, "source": "signal", "signal_type": "transport_friction", "entity_id": "koh-samui", "used_default": false, "default_reason": "Transport-friction signal missing; using conservative fallback.", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.03, "contribution": 2.91, "source": "signal", "signal_type": "source_confidence", "entity_id": "koh-samui", "used_default": false, "default_reason": "Source-confidence signal missing; using conservative fallback.", "note": "" }, { "key": "disaster_context", "label": "Disaster context", "score": 46, "weight": 0.1, "contribution": 4.6, "source": "signal", "signal_type": "regional_disaster_context", "entity_id": "koh-samui", "used_default": false, "default_reason": "Disaster context missing; using conservative fallback.", "note": "" }, { "key": "earthquake_context", "label": "Earthquake context", "score": 64, "weight": 0.03, "contribution": 1.92, "source": "signal", "signal_type": "regional_earthquake_context", "entity_id": "koh-samui", "used_default": false, "default_reason": "Earthquake context missing; using conservative fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 77, "weight": 0.015, "contribution": 1.16, "source": "blueprint", "signal_type": null, "entity_id": "koh-samui", "used_default": false, "default_reason": "Blueprint seed score missing; using live average as the fallback baseline.", "note": "Blueprint baseline is now a light fallback and copy anchor, not the primary scoring driver." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Same-day signal spread penalty", "points": 9, "applied": true, "spread": 70, "note": "Component scores spread by 70 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort" ], "source_summary": "20 joined sources support this decision.", "weakest_signal": { "type": "pier_transfer_support", "label": "Pier transfer support is weak", "reason": "Public transport structure around this coastal anchor shows 2 mapped stop(s), 1 mode group(s), 0 boat-linked stop(s), and 2 bus-linked stop(s). This is public transfer support, not operator schedule or queue-length truth." }, "related_pages": [ { "path": "/where-to-go/koh-samui/", "label": "Koh Samui destination guide" }, { "path": "/accommodation/koh-samui/", "label": "Where to stay in Koh Samui" }, { "path": "/ferries/koh-samui-koh-phangan-koh-tao/", "label": "Samui / Phangan / Tao ferries" } ], "path": "/entities/koh-samui/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T12:00:00.000Z" }, { "decision_id": "today_kanchanaburi", "decision_type": "where_to_go_today", "subject_id": "kanchanaburi", "subject_name": "Kanchanaburi", "subject_type": "destination", "score": 59, "component_score": 70.4, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Kanchanaburi is a cautious today pick.", "best_for": "River, rail-history, and light nature detours from Bangkok.", "avoid_if": "The trip window is too short to absorb transfers and outdoor time.", "check_first": [ "Check waterfall and outdoor-weather logic before paying for remote stays.", "Treat the road burden honestly.", "Use Bangkok or Hua Hin as lower-friction pivots." ], "next_action": "Pick one river/history thread and keep waterfalls optional if rain weakens the day.", "pivot": "Stay in Bangkok if road or weather comfort slips.", "freshness_class": "fresh", "score_formula_version": "same-day-signal-v3", "signal_coverage": { "total_components": 18, "available_components": 17, "live_components": 16, "fallback_components": 1, "defaulted_components": 1, "coverage_ratio": 0.944 }, "score_components": [ { "key": "aqi_fit", "label": "AQI fit", "score": 82, "weight": 0.16, "contribution": 13.12, "source": "signal", "signal_type": "aqi_risk", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "AQI risk missing; using conservative destination fallback.", "note": "" }, { "key": "outdoor_comfort", "label": "Outdoor comfort", "score": 78, "weight": 0.12, "contribution": 9.36, "source": "signal", "signal_type": "outdoor_comfort", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "Outdoor comfort missing; using conservative fallback.", "note": "" }, { "key": "rain_risk", "label": "Rain fit", "score": 56, "weight": 0.22, "contribution": 12.32, "source": "signal", "signal_type": "rain_risk", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "Rain fit missing; using conservative fallback.", "note": "" }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 68, "weight": 0.012, "contribution": 0.82, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support for overland bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 58, "weight": 0.012, "contribution": 0.7, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support for intercity-bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support for intercity-bus planning, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.012, "contribution": 1.13, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context, not local realtime service quality, dispatch, or incident truth." }, { "key": "water_risk", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "Water-risk signal missing; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.04, "contribution": 3.52, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context, not live speed, queue, lane, or incident truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 76, "weight": 0.012, "contribution": 0.91, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "park_access_context", "label": "Park access context", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "park_access_context", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context, not live closure, ranger, capacity, or ticket truth." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 68, "weight": 0.05, "contribution": 3.4, "source": "signal", "signal_type": "noise_risk", "entity_id": "kanchanaburi", "used_default": true, "default_reason": "Noise-risk signal missing; using conservative fallback.", "note": "" }, { "key": "road_safety", "label": "Road safety", "score": 64, "weight": 0.05, "contribution": 3.2, "source": "signal", "signal_type": "road_safety_risk", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "Road-risk signal missing; using conservative fallback.", "note": "" }, { "key": "transport_friction", "label": "Transport friction", "score": 68, "weight": 0.05, "contribution": 3.4, "source": "signal", "signal_type": "transport_friction", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "Transport-friction signal missing; using conservative fallback.", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.03, "contribution": 2.91, "source": "signal", "signal_type": "source_confidence", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "Source-confidence signal missing; using conservative fallback.", "note": "" }, { "key": "disaster_context", "label": "Disaster context", "score": 46, "weight": 0.1, "contribution": 4.6, "source": "signal", "signal_type": "regional_disaster_context", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "Disaster context missing; using conservative fallback.", "note": "" }, { "key": "earthquake_context", "label": "Earthquake context", "score": 64, "weight": 0.03, "contribution": 1.92, "source": "signal", "signal_type": "regional_earthquake_context", "entity_id": "kanchanaburi", "used_default": false, "default_reason": "Earthquake context missing; using conservative fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 75, "weight": 0.015, "contribution": 1.13, "source": "blueprint", "signal_type": null, "entity_id": "kanchanaburi", "used_default": false, "default_reason": "Blueprint seed score missing; using live average as the fallback baseline.", "note": "Blueprint baseline is now a light fallback and copy anchor, not the primary scoring driver." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Same-day signal spread penalty", "points": 9, "applied": true, "spread": 42, "note": "Component scores spread by 42 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort" ], "source_summary": "18 joined sources support this decision.", "weakest_signal": { "type": "regional_disaster_context", "label": "Regional disaster context is busy", "reason": "GDACS currently shows 4 active hazard groups across 32 tracked events. This is a route-confidence layer, not a local place safety verdict." }, "related_pages": [ { "path": "/where-to-go/kanchanaburi/", "label": "Kanchanaburi destination guide" }, { "path": "/rail/bangkok-kanchanaburi-train/", "label": "Bangkok to Kanchanaburi train" }, { "path": "/accommodation/kanchanaburi/", "label": "Kanchanaburi stay guide" }, { "path": "/temples/kanchanaburi/", "label": "Kanchanaburi temple route" }, { "path": "/research/temples/kanchanaburi/", "label": "Kanchanaburi temple research" } ], "path": "/entities/kanchanaburi/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T09:51:33.917Z" }, { "decision_id": "today_koh-phangan", "decision_type": "where_to_go_today", "subject_id": "koh-phangan", "subject_name": "Koh Phangan", "subject_type": "destination", "score": 58, "component_score": 69.4, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Koh Phangan is a cautious today pick.", "best_for": "Longer Gulf stays, wellness pockets, and travelers who can tolerate ferry dependence.", "avoid_if": "You have low weather tolerance or Full Moon timing is the wrong fit.", "check_first": [ "Treat Full Moon timing as a routing signal, not a footnote.", "Do not force Phangan behind a weak ferry day.", "Use Samui as the softer pivot if the chain looks brittle." ], "next_action": "Keep Samui as the stable fallback and avoid tight same-day transfers.", "pivot": "Sleep on Samui and use Phangan as the optional second move.", "freshness_class": "fresh", "score_formula_version": "same-day-signal-v3", "signal_coverage": { "total_components": 18, "available_components": 17, "live_components": 16, "fallback_components": 1, "defaulted_components": 1, "coverage_ratio": 0.944 }, "score_components": [ { "key": "aqi_fit", "label": "AQI fit", "score": 92, "weight": 0.16, "contribution": 14.72, "source": "signal", "signal_type": "aqi_risk", "entity_id": "koh-phangan", "used_default": false, "default_reason": "AQI risk missing; using conservative destination fallback.", "note": "" }, { "key": "outdoor_comfort", "label": "Outdoor comfort", "score": 95, "weight": 0.12, "contribution": 11.4, "source": "signal", "signal_type": "outdoor_comfort", "entity_id": "koh-phangan", "used_default": false, "default_reason": "Outdoor comfort missing; using conservative fallback.", "note": "" }, { "key": "rain_risk", "label": "Rain fit", "score": 56, "weight": 0.22, "contribution": 12.32, "source": "signal", "signal_type": "rain_risk", "entity_id": "koh-phangan", "used_default": false, "default_reason": "Rain fit missing; using conservative fallback.", "note": "" }, { "key": "marine_warning_risk", "label": "Marine warning risk", "score": 34, "weight": 0.1, "contribution": 3.4, "source": "signal", "signal_type": "marine_warning_risk", "entity_id": "koh-phangan", "used_default": false, "default_reason": "", "note": "This is coastal sea-state caution for ferry and beach-dependent destinations." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 25, "weight": 0.05, "contribution": 1.25, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "koh-phangan", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure support around coastal anchors, not operator seat or queue truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 94, "weight": 0.02, "contribution": 1.88, "source": "signal", "signal_type": "official_pier_support", "entity_id": "koh-phangan", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around coastal anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 93, "weight": 0.08, "contribution": 7.44, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": "koh-phangan", "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context, not airline on-time performance." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 81, "weight": 0.012, "contribution": 0.97, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "koh-phangan", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context, not local realtime service quality, dispatch, or incident truth." }, { "key": "water_risk", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "koh-phangan", "used_default": false, "default_reason": "Water-risk signal missing; using conservative fallback.", "note": "" }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 70, "weight": 0.012, "contribution": 0.84, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "koh-phangan", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "park_access_context", "label": "Park access context", "score": 82, "weight": 0.012, "contribution": 0.98, "source": "signal", "signal_type": "park_access_context", "entity_id": "koh-phangan", "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context, not live closure, ranger, capacity, or ticket truth." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 68, "weight": 0.05, "contribution": 3.4, "source": "signal", "signal_type": "noise_risk", "entity_id": "koh-phangan", "used_default": true, "default_reason": "Noise-risk signal missing; using conservative fallback.", "note": "" }, { "key": "road_safety", "label": "Road safety", "score": 81, "weight": 0.05, "contribution": 4.05, "source": "signal", "signal_type": "road_safety_risk", "entity_id": "koh-phangan", "used_default": false, "default_reason": "Road-risk signal missing; using conservative fallback.", "note": "" }, { "key": "transport_friction", "label": "Transport friction", "score": 57, "weight": 0.05, "contribution": 2.85, "source": "signal", "signal_type": "transport_friction", "entity_id": "koh-phangan", "used_default": false, "default_reason": "Transport-friction signal missing; using conservative fallback.", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 90, "weight": 0.03, "contribution": 2.7, "source": "signal", "signal_type": "source_confidence", "entity_id": "koh-phangan", "used_default": false, "default_reason": "Source-confidence signal missing; using conservative fallback.", "note": "" }, { "key": "disaster_context", "label": "Disaster context", "score": 46, "weight": 0.1, "contribution": 4.6, "source": "signal", "signal_type": "regional_disaster_context", "entity_id": "koh-phangan", "used_default": false, "default_reason": "Disaster context missing; using conservative fallback.", "note": "" }, { "key": "earthquake_context", "label": "Earthquake context", "score": 64, "weight": 0.03, "contribution": 1.92, "source": "signal", "signal_type": "regional_earthquake_context", "entity_id": "koh-phangan", "used_default": false, "default_reason": "Earthquake context missing; using conservative fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 69, "weight": 0.015, "contribution": 1.03, "source": "blueprint", "signal_type": null, "entity_id": "koh-phangan", "used_default": false, "default_reason": "Blueprint seed score missing; using live average as the fallback baseline.", "note": "Blueprint baseline is now a light fallback and copy anchor, not the primary scoring driver." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Same-day signal spread penalty", "points": 9, "applied": true, "spread": 70, "note": "Component scores spread by 70 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort" ], "source_summary": "14 joined sources support this decision.", "weakest_signal": { "type": "pier_transfer_support", "label": "Pier transfer support is weak", "reason": "Public transport structure around this coastal anchor shows 2 mapped stop(s), 1 mode group(s), 0 boat-linked stop(s), and 2 bus-linked stop(s). This is public transfer support, not operator schedule or queue-length truth." }, "related_pages": [ { "path": "/where-to-go/koh-phangan/", "label": "Koh Phangan destination guide" }, { "path": "/ferries/koh-samui-koh-phangan-koh-tao/", "label": "Samui / Phangan / Tao ferries" } ], "path": "/entities/koh-phangan/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T12:00:00.000Z" }, { "decision_id": "today_phuket", "decision_type": "where_to_go_today", "subject_id": "phuket", "subject_name": "Phuket", "subject_type": "destination", "score": 56, "component_score": 67.4, "penalty_points": 11, "confidence": "High", "label": "fragile", "recommendation": "Phuket is a cautious today pick.", "best_for": "Infrastructure-first beach trips, flights, and weather backup.", "avoid_if": "You want a fragile island mood more than an easy base.", "check_first": [ "Choose the beach area before the hotel.", "Check marine and weather layers before committing to boat-heavy days.", "Use Old Town as the indoor and food pivot when beach weather weakens." ], "next_action": "Choose the beach area before the hotel, then decide which boat days can stay optional.", "pivot": "Use Old Town as the indoor-food fallback or Samui if Gulf weather wins.", "freshness_class": "fresh", "score_formula_version": "same-day-signal-v3", "signal_coverage": { "total_components": 28, "available_components": 27, "live_components": 26, "fallback_components": 1, "defaulted_components": 1, "coverage_ratio": 0.964 }, "score_components": [ { "key": "aqi_fit", "label": "AQI fit", "score": 92, "weight": 0.16, "contribution": 14.72, "source": "signal", "signal_type": "aqi_risk", "entity_id": "phuket", "used_default": false, "default_reason": "AQI risk missing; using conservative destination fallback.", "note": "" }, { "key": "outdoor_comfort", "label": "Outdoor comfort", "score": 95, "weight": 0.12, "contribution": 11.4, "source": "signal", "signal_type": "outdoor_comfort", "entity_id": "phuket", "used_default": false, "default_reason": "Outdoor comfort missing; using conservative fallback.", "note": "" }, { "key": "rain_risk", "label": "Rain fit", "score": 44, "weight": 0.22, "contribution": 9.68, "source": "signal", "signal_type": "rain_risk", "entity_id": "phuket", "used_default": false, "default_reason": "Rain fit missing; using conservative fallback.", "note": "" }, { "key": "marine_warning_risk", "label": "Marine warning risk", "score": 34, "weight": 0.1, "contribution": 3.4, "source": "signal", "signal_type": "marine_warning_risk", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is coastal sea-state caution for ferry and beach-dependent destinations." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 47, "weight": 0.05, "contribution": 2.35, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure support around coastal anchors, not operator seat or queue truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 96, "weight": 0.02, "contribution": 1.92, "source": "signal", "signal_type": "official_pier_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around coastal anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 69, "weight": 0.08, "contribution": 5.52, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context, not airline on-time performance." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 32, "weight": 0.012, "contribution": 0.38, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor linked to the destination, not a live airline board." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.012, "contribution": 0.5, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context around the main airport anchor, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages. The board rows themselves use a browser turnstile token, so this is not direct live airline status truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 63, "weight": 0.012, "contribution": 0.76, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, gate, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context around the main airport anchor, not live measured sound-level truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 78, "weight": 0.012, "contribution": 0.94, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support for overland bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 77, "weight": 0.012, "contribution": 0.92, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support for intercity-bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support for intercity-bus planning, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 89, "weight": 0.012, "contribution": 1.07, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context, not local realtime service quality, dispatch, or incident truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 84, "weight": 0.012, "contribution": 1.01, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "water_risk", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "phuket", "used_default": true, "default_reason": "Water-risk signal missing; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 82, "weight": 0.012, "contribution": 0.98, "source": "signal", "signal_type": "spa_license_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "park_access_context", "label": "Park access context", "score": 88, "weight": 0.012, "contribution": 1.06, "source": "signal", "signal_type": "park_access_context", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context, not live closure, ranger, capacity, or ticket truth." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 74, "weight": 0.05, "contribution": 3.7, "source": "signal", "signal_type": "noise_risk", "entity_id": "phuket", "used_default": false, "default_reason": "Noise-risk signal missing; using conservative fallback.", "note": "" }, { "key": "road_safety", "label": "Road safety", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "road_safety_risk", "entity_id": "phuket", "used_default": false, "default_reason": "Road-risk signal missing; using conservative fallback.", "note": "" }, { "key": "transport_friction", "label": "Transport friction", "score": 61, "weight": 0.05, "contribution": 3.05, "source": "signal", "signal_type": "transport_friction", "entity_id": "phuket", "used_default": false, "default_reason": "Transport-friction signal missing; using conservative fallback.", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.03, "contribution": 2.91, "source": "signal", "signal_type": "source_confidence", "entity_id": "phuket", "used_default": false, "default_reason": "Source-confidence signal missing; using conservative fallback.", "note": "" }, { "key": "disaster_context", "label": "Disaster context", "score": 46, "weight": 0.1, "contribution": 4.6, "source": "signal", "signal_type": "regional_disaster_context", "entity_id": "phuket", "used_default": false, "default_reason": "Disaster context missing; using conservative fallback.", "note": "" }, { "key": "earthquake_context", "label": "Earthquake context", "score": 64, "weight": 0.03, "contribution": 1.92, "source": "signal", "signal_type": "regional_earthquake_context", "entity_id": "phuket", "used_default": false, "default_reason": "Earthquake context missing; using conservative fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 82, "weight": 0.015, "contribution": 1.23, "source": "blueprint", "signal_type": null, "entity_id": "phuket", "used_default": false, "default_reason": "Blueprint seed score missing; using live average as the fallback baseline.", "note": "Blueprint baseline is now a light fallback and copy anchor, not the primary scoring driver." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Same-day signal spread penalty", "points": 9, "applied": true, "spread": 61, "note": "Component scores spread by 61 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "water_risk" ], "source_summary": "27 joined sources support this decision.", "weakest_signal": { "type": "airport_transfer_support", "label": "Airport transfer support is weak", "reason": "Public transport structure around this airport shows 1 mapped stop(s), 1 mode group(s), 0 rail-linked stop(s), 0 airport-link stop(s), and 1 bus-linked stop(s). This is airport-ground-access support, not live airline board or queue truth." }, "related_pages": [ { "path": "/where-to-go/phuket/", "label": "Phuket destination guide" }, { "path": "/accommodation/phuket/", "label": "Where to stay in Phuket" }, { "path": "/venues/restaurants/phuket/", "label": "Phuket restaurants" }, { "path": "/ferries/phuket-krabi/", "label": "Phuket to Krabi ferries" }, { "path": "/food/phuket-food-route/", "label": "Phuket food guide" }, { "path": "/temples/phuket/", "label": "Phuket temple route" }, { "path": "/research/temples/phuket/", "label": "Phuket temple research" } ], "path": "/entities/phuket/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T12:00:00.000Z" }, { "decision_id": "today_pai", "decision_type": "where_to_go_today", "subject_id": "pai", "subject_name": "Pai", "subject_type": "destination", "score": 56, "component_score": 68.6, "penalty_points": 13, "confidence": "High", "label": "fragile", "recommendation": "Pai is a cautious today pick.", "best_for": "Mountain slow travel when the north is clean and the group accepts road burden.", "avoid_if": "PM2.5 is high, rain is heavy, or carsickness tolerance is low.", "check_first": [ "Treat Pai as optional, not mandatory.", "Use Chiang Mai AQI as the minimum smoke reality check.", "Avoid forcing Pai into a rushed route." ], "next_action": "Treat Pai as optional and do not buy it emotionally before checking the air.", "pivot": "Keep Chiang Mai itself as the stable plan.", "freshness_class": "fresh", "score_formula_version": "same-day-signal-v3", "signal_coverage": { "total_components": 13, "available_components": 11, "live_components": 10, "fallback_components": 1, "defaulted_components": 2, "coverage_ratio": 0.846 }, "score_components": [ { "key": "aqi_fit", "label": "AQI fit", "score": 92, "weight": 0.16, "contribution": 14.72, "source": "signal", "signal_type": "aqi_risk", "entity_id": "pai", "used_default": false, "default_reason": "AQI risk missing; using conservative destination fallback.", "note": "" }, { "key": "outdoor_comfort", "label": "Outdoor comfort", "score": 95, "weight": 0.12, "contribution": 11.4, "source": "signal", "signal_type": "outdoor_comfort", "entity_id": "pai", "used_default": false, "default_reason": "Outdoor comfort missing; using conservative fallback.", "note": "" }, { "key": "rain_risk", "label": "Rain fit", "score": 56, "weight": 0.22, "contribution": 12.32, "source": "signal", "signal_type": "rain_risk", "entity_id": "pai", "used_default": false, "default_reason": "Rain fit missing; using conservative fallback.", "note": "" }, { "key": "water_risk", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "pai", "used_default": true, "default_reason": "Water-risk signal missing; using conservative fallback.", "note": "" }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 64, "weight": 0.012, "contribution": 0.77, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "pai", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "park_access_context", "label": "Park access context", "score": 92, "weight": 0.012, "contribution": 1.1, "source": "signal", "signal_type": "park_access_context", "entity_id": "pai", "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context, not live closure, ranger, capacity, or ticket truth." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 68, "weight": 0.05, "contribution": 3.4, "source": "signal", "signal_type": "noise_risk", "entity_id": "pai", "used_default": true, "default_reason": "Noise-risk signal missing; using conservative fallback.", "note": "" }, { "key": "road_safety", "label": "Road safety", "score": 37, "weight": 0.05, "contribution": 1.85, "source": "signal", "signal_type": "road_safety_risk", "entity_id": "pai", "used_default": false, "default_reason": "Road-risk signal missing; using conservative fallback.", "note": "" }, { "key": "transport_friction", "label": "Transport friction", "score": 51, "weight": 0.05, "contribution": 2.55, "source": "signal", "signal_type": "transport_friction", "entity_id": "pai", "used_default": false, "default_reason": "Transport-friction signal missing; using conservative fallback.", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 90, "weight": 0.03, "contribution": 2.7, "source": "signal", "signal_type": "source_confidence", "entity_id": "pai", "used_default": false, "default_reason": "Source-confidence signal missing; using conservative fallback.", "note": "" }, { "key": "disaster_context", "label": "Disaster context", "score": 46, "weight": 0.1, "contribution": 4.6, "source": "signal", "signal_type": "regional_disaster_context", "entity_id": "pai", "used_default": false, "default_reason": "Disaster context missing; using conservative fallback.", "note": "" }, { "key": "earthquake_context", "label": "Earthquake context", "score": 64, "weight": 0.03, "contribution": 1.92, "source": "signal", "signal_type": "regional_earthquake_context", "entity_id": "pai", "used_default": false, "default_reason": "Earthquake context missing; using conservative fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 63, "weight": 0.015, "contribution": 0.94, "source": "blueprint", "signal_type": null, "entity_id": "pai", "used_default": false, "default_reason": "Blueprint seed score missing; using live average as the fallback baseline.", "note": "Blueprint baseline is now a light fallback and copy anchor, not the primary scoring driver." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 2, "points": 4, "applied": true, "note": "2 component(s) used fallback defaults, so the engine applies a 4-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Same-day signal spread penalty", "points": 9, "applied": true, "spread": 58, "note": "Component scores spread by 58 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "water_risk", "noise_comfort" ], "source_summary": "10 joined sources support this decision.", "weakest_signal": { "type": "road_safety_risk", "label": "Road safety burden is high", "reason": "28 deaths and 990 injuries are attached to this province proxy year to date. Province burden percentile 92" }, "related_pages": [ { "path": "/where-to-go/pai/", "label": "Pai destination guide" }, { "path": "/routes/chiang-mai-pai-chiang-rai/", "label": "Chiang Mai / Pai / Chiang Rai route" }, { "path": "/accommodation/pai/", "label": "Pai stay guide" }, { "path": "/food/chiang-mai-food-guide/", "label": "Pai food guide" }, { "path": "/temples/pai/", "label": "Pai temple route" }, { "path": "/research/temples/pai/", "label": "Pai temple research" } ], "path": "/entities/pai/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T09:00:00.000Z" }, { "decision_id": "today_krabi", "decision_type": "where_to_go_today", "subject_id": "krabi", "subject_name": "Krabi", "subject_type": "destination", "score": 53, "component_score": 66, "penalty_points": 13, "confidence": "High", "label": "fragile", "recommendation": "Krabi is a cautious today pick.", "best_for": "Scenery-heavy beach trips when boats are a bonus instead of a requirement.", "avoid_if": "You are forcing every day through a pier.", "check_first": [ "Do not treat every day as a boat day.", "Pick Ao Nang for logistics unless scenery alone justifies a more fragile base.", "Keep Phuket as the infrastructure pivot if weather worsens." ], "next_action": "Choose Ao Nang for logistics and keep one non-boat day in reserve.", "pivot": "Use Phuket if the coast weakens but you still want the Andaman.", "freshness_class": "fresh", "score_formula_version": "same-day-signal-v3", "signal_coverage": { "total_components": 24, "available_components": 22, "live_components": 21, "fallback_components": 1, "defaulted_components": 2, "coverage_ratio": 0.917 }, "score_components": [ { "key": "aqi_fit", "label": "AQI fit", "score": 92, "weight": 0.16, "contribution": 14.72, "source": "signal", "signal_type": "aqi_risk", "entity_id": "krabi", "used_default": false, "default_reason": "AQI risk missing; using conservative destination fallback.", "note": "" }, { "key": "outdoor_comfort", "label": "Outdoor comfort", "score": 95, "weight": 0.12, "contribution": 11.4, "source": "signal", "signal_type": "outdoor_comfort", "entity_id": "krabi", "used_default": false, "default_reason": "Outdoor comfort missing; using conservative fallback.", "note": "" }, { "key": "rain_risk", "label": "Rain fit", "score": 44, "weight": 0.22, "contribution": 9.68, "source": "signal", "signal_type": "rain_risk", "entity_id": "krabi", "used_default": false, "default_reason": "Rain fit missing; using conservative fallback.", "note": "" }, { "key": "marine_warning_risk", "label": "Marine warning risk", "score": 34, "weight": 0.1, "contribution": 3.4, "source": "signal", "signal_type": "marine_warning_risk", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is coastal sea-state caution for ferry and beach-dependent destinations." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 78, "weight": 0.05, "contribution": 3.9, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure support around coastal anchors, not operator seat or queue truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 78, "weight": 0.02, "contribution": 1.56, "source": "signal", "signal_type": "official_pier_support", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around coastal anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 69, "weight": 0.08, "contribution": 5.52, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context, not airline on-time performance." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 47, "weight": 0.012, "contribution": 0.56, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor linked to the destination, not a live airline board." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 68, "weight": 0.012, "contribution": 0.82, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support for overland bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 58, "weight": 0.012, "contribution": 0.7, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support for intercity-bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support for intercity-bus planning, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 89, "weight": 0.012, "contribution": 1.07, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context, not local realtime service quality, dispatch, or incident truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 84, "weight": 0.012, "contribution": 1.01, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "water_risk", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "krabi", "used_default": true, "default_reason": "Water-risk signal missing; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 76, "weight": 0.012, "contribution": 0.91, "source": "signal", "signal_type": "spa_license_support", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 86, "weight": 0.012, "contribution": 1.03, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "park_access_context", "label": "Park access context", "score": 94, "weight": 0.012, "contribution": 1.13, "source": "signal", "signal_type": "park_access_context", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context, not live closure, ranger, capacity, or ticket truth." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 68, "weight": 0.05, "contribution": 3.4, "source": "signal", "signal_type": "noise_risk", "entity_id": "krabi", "used_default": true, "default_reason": "Noise-risk signal missing; using conservative fallback.", "note": "" }, { "key": "road_safety", "label": "Road safety", "score": 48, "weight": 0.05, "contribution": 2.4, "source": "signal", "signal_type": "road_safety_risk", "entity_id": "krabi", "used_default": false, "default_reason": "Road-risk signal missing; using conservative fallback.", "note": "" }, { "key": "transport_friction", "label": "Transport friction", "score": 60, "weight": 0.05, "contribution": 3, "source": "signal", "signal_type": "transport_friction", "entity_id": "krabi", "used_default": false, "default_reason": "Transport-friction signal missing; using conservative fallback.", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.03, "contribution": 2.91, "source": "signal", "signal_type": "source_confidence", "entity_id": "krabi", "used_default": false, "default_reason": "Source-confidence signal missing; using conservative fallback.", "note": "" }, { "key": "disaster_context", "label": "Disaster context", "score": 46, "weight": 0.1, "contribution": 4.6, "source": "signal", "signal_type": "regional_disaster_context", "entity_id": "krabi", "used_default": false, "default_reason": "Disaster context missing; using conservative fallback.", "note": "" }, { "key": "earthquake_context", "label": "Earthquake context", "score": 64, "weight": 0.03, "contribution": 1.92, "source": "signal", "signal_type": "regional_earthquake_context", "entity_id": "krabi", "used_default": false, "default_reason": "Earthquake context missing; using conservative fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 76, "weight": 0.015, "contribution": 1.14, "source": "blueprint", "signal_type": null, "entity_id": "krabi", "used_default": false, "default_reason": "Blueprint seed score missing; using live average as the fallback baseline.", "note": "Blueprint baseline is now a light fallback and copy anchor, not the primary scoring driver." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 2, "points": 4, "applied": true, "note": "2 component(s) used fallback defaults, so the engine applies a 4-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Same-day signal spread penalty", "points": 9, "applied": true, "spread": 61, "note": "Component scores spread by 61 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "water_risk", "noise_comfort" ], "source_summary": "21 joined sources support this decision.", "weakest_signal": { "type": "marine_warning_risk", "label": "Marine warning risk is high", "reason": "Regional marine context shows wave height 1.5 m, thunderstorm wave height 2.0 m, and wind around 27.5 km/h, with thunderstorm wording present. This is sea-state caution, not live operator closure truth." }, "related_pages": [ { "path": "/where-to-go/krabi/", "label": "Krabi destination guide" }, { "path": "/accommodation/krabi/", "label": "Where to stay in Krabi" }, { "path": "/ferries/krabi-koh-lanta/", "label": "Krabi to Koh Lanta ferries" }, { "path": "/food/southern-thai-food-for-beach-trips/", "label": "Krabi food guide" }, { "path": "/temples/krabi/", "label": "Krabi temple route" }, { "path": "/research/temples/krabi/", "label": "Krabi temple research" } ], "path": "/entities/krabi/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T12:00:00.000Z" }, { "decision_id": "today_pattaya-chonburi", "decision_type": "where_to_go_today", "subject_id": "pattaya-chonburi", "subject_name": "Pattaya / Chonburi", "subject_type": "destination", "score": 51, "component_score": 70.4, "penalty_points": 19, "confidence": "High", "label": "fragile", "recommendation": "Pattaya / Chonburi is a cautious today pick.", "best_for": "Quick coast pivots from Bangkok, nightlife, seafood, and short beach breaks with strong fallback infrastructure.", "avoid_if": "You want remote island mood, low traffic, or a quiet hotel-first coast stay.", "check_first": [ "Treat weekend traffic as a real input, not a footnote.", "Pick the beach or hotel zone before the hotel brand.", "Use Pattaya / Chonburi when you want coast access without island-transfer fragility." ], "next_action": "Choose the hotel zone before the brand, and let weekend traffic shape the real coast call.", "pivot": "Use Hua Hin / Cha-am for a calmer coast, or stay in Bangkok if the sea-air mood is not worth the road burden.", "freshness_class": "fresh", "score_formula_version": "same-day-signal-v3", "signal_coverage": { "total_components": 22, "available_components": 16, "live_components": 15, "fallback_components": 1, "defaulted_components": 6, "coverage_ratio": 0.727 }, "score_components": [ { "key": "aqi_fit", "label": "AQI fit", "score": 66, "weight": 0.16, "contribution": 10.56, "source": "signal", "signal_type": "aqi_risk", "entity_id": "pattaya-chonburi", "used_default": true, "default_reason": "AQI risk missing; using conservative destination fallback.", "note": "" }, { "key": "outdoor_comfort", "label": "Outdoor comfort", "score": 70, "weight": 0.12, "contribution": 8.4, "source": "signal", "signal_type": "outdoor_comfort", "entity_id": "pattaya-chonburi", "used_default": true, "default_reason": "Outdoor comfort missing; using conservative fallback.", "note": "" }, { "key": "rain_risk", "label": "Rain fit", "score": 68, "weight": 0.22, "contribution": 14.96, "source": "signal", "signal_type": "rain_risk", "entity_id": "pattaya-chonburi", "used_default": true, "default_reason": "Rain fit missing; using conservative fallback.", "note": "" }, { "key": "official_pier_support", "label": "Official pier support", "score": 82, "weight": 0.02, "contribution": 1.64, "source": "signal", "signal_type": "official_pier_support", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around coastal anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 93, "weight": 0.08, "contribution": 7.44, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context, not airline on-time performance." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 32, "weight": 0.012, "contribution": 0.38, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor linked to the destination, not a live airline board." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 78, "weight": 0.012, "contribution": 0.94, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support for overland bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 90, "weight": 0.012, "contribution": 1.08, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support for intercity-bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support for intercity-bus planning, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.012, "contribution": 1.13, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context, not local realtime service quality, dispatch, or incident truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 84, "weight": 0.012, "contribution": 1.01, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "water_risk", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "pattaya-chonburi", "used_default": true, "default_reason": "Water-risk signal missing; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.04, "contribution": 3.52, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 80, "weight": 0.012, "contribution": 0.96, "source": "signal", "signal_type": "spa_license_support", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 94, "weight": 0.012, "contribution": 1.13, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 68, "weight": 0.05, "contribution": 3.4, "source": "signal", "signal_type": "noise_risk", "entity_id": "pattaya-chonburi", "used_default": true, "default_reason": "Noise-risk signal missing; using conservative fallback.", "note": "" }, { "key": "road_safety", "label": "Road safety", "score": 66, "weight": 0.05, "contribution": 3.3, "source": "signal", "signal_type": "road_safety_risk", "entity_id": "pattaya-chonburi", "used_default": true, "default_reason": "Road-risk signal missing; using conservative fallback.", "note": "" }, { "key": "transport_friction", "label": "Transport friction", "score": 68, "weight": 0.05, "contribution": 3.4, "source": "signal", "signal_type": "transport_friction", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "Transport-friction signal missing; using conservative fallback.", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.03, "contribution": 2.91, "source": "signal", "signal_type": "source_confidence", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "Source-confidence signal missing; using conservative fallback.", "note": "" }, { "key": "disaster_context", "label": "Disaster context", "score": 46, "weight": 0.1, "contribution": 4.6, "source": "signal", "signal_type": "regional_disaster_context", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "Disaster context missing; using conservative fallback.", "note": "" }, { "key": "earthquake_context", "label": "Earthquake context", "score": 64, "weight": 0.03, "contribution": 1.92, "source": "signal", "signal_type": "regional_earthquake_context", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "Earthquake context missing; using conservative fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 74, "weight": 0.015, "contribution": 1.11, "source": "blueprint", "signal_type": null, "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "Blueprint seed score missing; using live average as the fallback baseline.", "note": "Blueprint baseline is now a light fallback and copy anchor, not the primary scoring driver." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 6, "points": 10, "applied": true, "note": "6 component(s) used fallback defaults, so the engine applies a 10-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Same-day signal spread penalty", "points": 9, "applied": true, "spread": 47, "note": "Component scores spread by 47 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "aqi_fit", "outdoor_comfort", "rain_risk", "water_risk", "noise_comfort", "road_safety" ], "source_summary": "21 joined sources support this decision.", "weakest_signal": { "type": "airport_transfer_support", "label": "Airport transfer support is weak", "reason": "Public transport structure around this airport shows 1 mapped stop(s), 1 mode group(s), 0 rail-linked stop(s), 0 airport-link stop(s), and 1 bus-linked stop(s). This is airport-ground-access support, not live airline board or queue truth." }, "related_pages": [ { "path": "/where-to-go/pattaya-chonburi/", "label": "Pattaya / Chonburi destination guide" }, { "path": "/venues/nightlife/", "label": "Thailand nightlife venue layer" }, { "path": "/venues/restaurants/", "label": "Thailand restaurant venue layer" }, { "path": "/accommodation/pattaya/", "label": "Pattaya / Chonburi stay guide" }, { "path": "/food/pattaya-food-route/", "label": "Pattaya / Chonburi food guide" }, { "path": "/temples/pattaya/", "label": "Pattaya / Chonburi temple route" }, { "path": "/research/temples/pattaya/", "label": "Pattaya / Chonburi temple research" } ], "path": "/entities/pattaya-chonburi/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T09:51:33.917Z" }, { "decision_id": "today_hua-hin", "decision_type": "where_to_go_today", "subject_id": "hua-hin", "subject_name": "Hua Hin / Cha-am", "subject_type": "destination", "score": 49, "component_score": 68.1, "penalty_points": 19, "confidence": "High", "label": "fragile", "recommendation": "Hua Hin / Cha-am is a cautious today pick.", "best_for": "Families, gentle beach days, seafood, markets, golf, and lower-friction coast access from Bangkok.", "avoid_if": "You want dramatic island scenery or nightlife-heavy beach energy.", "check_first": [ "Choose the exact beach-town base before paying.", "Treat rail and road convenience as part of the value, not just background logistics.", "Use Hua Hin / Cha-am when you want a calmer coast than Pattaya without island transfer risk." ], "next_action": "Pick the exact beach-town base first and let rail or road convenience help decide the stay.", "pivot": "Use Pattaya / Chonburi for a shorter faster coast move, or Bangkok if the weather weakens and you need city backup.", "freshness_class": "fresh", "score_formula_version": "same-day-signal-v3", "signal_coverage": { "total_components": 22, "available_components": 16, "live_components": 15, "fallback_components": 1, "defaulted_components": 6, "coverage_ratio": 0.727 }, "score_components": [ { "key": "aqi_fit", "label": "AQI fit", "score": 66, "weight": 0.16, "contribution": 10.56, "source": "signal", "signal_type": "aqi_risk", "entity_id": "hua-hin", "used_default": true, "default_reason": "AQI risk missing; using conservative destination fallback.", "note": "" }, { "key": "outdoor_comfort", "label": "Outdoor comfort", "score": 70, "weight": 0.12, "contribution": 8.4, "source": "signal", "signal_type": "outdoor_comfort", "entity_id": "hua-hin", "used_default": true, "default_reason": "Outdoor comfort missing; using conservative fallback.", "note": "" }, { "key": "rain_risk", "label": "Rain fit", "score": 68, "weight": 0.22, "contribution": 14.96, "source": "signal", "signal_type": "rain_risk", "entity_id": "hua-hin", "used_default": true, "default_reason": "Rain fit missing; using conservative fallback.", "note": "" }, { "key": "official_pier_support", "label": "Official pier support", "score": 60, "weight": 0.02, "contribution": 1.2, "source": "signal", "signal_type": "official_pier_support", "entity_id": "hua-hin", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around coastal anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 46, "weight": 0.012, "contribution": 0.55, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "hua-hin", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the destination, not live seat, delay, or operator-disruption truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 68, "weight": 0.012, "contribution": 0.82, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "hua-hin", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support for overland bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 58, "weight": 0.012, "contribution": 0.7, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "hua-hin", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support for intercity-bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 95, "weight": 0.012, "contribution": 1.14, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "hua-hin", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support for intercity-bus planning, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.012, "contribution": 1.13, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "hua-hin", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context, not local realtime service quality, dispatch, or incident truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 84, "weight": 0.012, "contribution": 1.01, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "hua-hin", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "water_risk", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "hua-hin", "used_default": true, "default_reason": "Water-risk signal missing; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.04, "contribution": 3.52, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "hua-hin", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 78, "weight": 0.012, "contribution": 0.94, "source": "signal", "signal_type": "spa_license_support", "entity_id": "hua-hin", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 82, "weight": 0.012, "contribution": 0.98, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "hua-hin", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "park_access_context", "label": "Park access context", "score": 80, "weight": 0.012, "contribution": 0.96, "source": "signal", "signal_type": "park_access_context", "entity_id": "hua-hin", "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context, not live closure, ranger, capacity, or ticket truth." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 68, "weight": 0.05, "contribution": 3.4, "source": "signal", "signal_type": "noise_risk", "entity_id": "hua-hin", "used_default": true, "default_reason": "Noise-risk signal missing; using conservative fallback.", "note": "" }, { "key": "road_safety", "label": "Road safety", "score": 66, "weight": 0.05, "contribution": 3.3, "source": "signal", "signal_type": "road_safety_risk", "entity_id": "hua-hin", "used_default": true, "default_reason": "Road-risk signal missing; using conservative fallback.", "note": "" }, { "key": "transport_friction", "label": "Transport friction", "score": 70, "weight": 0.05, "contribution": 3.5, "source": "signal", "signal_type": "transport_friction", "entity_id": "hua-hin", "used_default": false, "default_reason": "Transport-friction signal missing; using conservative fallback.", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.03, "contribution": 2.91, "source": "signal", "signal_type": "source_confidence", "entity_id": "hua-hin", "used_default": false, "default_reason": "Source-confidence signal missing; using conservative fallback.", "note": "" }, { "key": "disaster_context", "label": "Disaster context", "score": 46, "weight": 0.1, "contribution": 4.6, "source": "signal", "signal_type": "regional_disaster_context", "entity_id": "hua-hin", "used_default": false, "default_reason": "Disaster context missing; using conservative fallback.", "note": "" }, { "key": "earthquake_context", "label": "Earthquake context", "score": 64, "weight": 0.03, "contribution": 1.92, "source": "signal", "signal_type": "regional_earthquake_context", "entity_id": "hua-hin", "used_default": false, "default_reason": "Earthquake context missing; using conservative fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 75, "weight": 0.015, "contribution": 1.13, "source": "blueprint", "signal_type": null, "entity_id": "hua-hin", "used_default": false, "default_reason": "Blueprint seed score missing; using live average as the fallback baseline.", "note": "Blueprint baseline is now a light fallback and copy anchor, not the primary scoring driver." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 6, "points": 10, "applied": true, "note": "6 component(s) used fallback defaults, so the engine applies a 10-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Same-day signal spread penalty", "points": 9, "applied": true, "spread": 42, "note": "Component scores spread by 42 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "aqi_fit", "outdoor_comfort", "rain_risk", "water_risk", "noise_comfort", "road_safety" ], "source_summary": "22 joined sources support this decision.", "weakest_signal": { "type": "rail_feasibility", "label": "Rail feasibility is thin", "reason": "Public transport structure around this destination shows 3 mapped stop(s), 1 rail-linked stop(s), 0 airport-link stop(s), and 2 bus-linked stop(s). This is rail-support context, not live seat, delay, or operator-disruption truth." }, "related_pages": [ { "path": "/where-to-go/hua-hin/", "label": "Hua Hin / Cha-am destination guide" }, { "path": "/venues/restaurants/", "label": "Thailand restaurant venue layer" }, { "path": "/rail/", "label": "Thailand rail layer" }, { "path": "/accommodation/hua-hin/", "label": "Hua Hin / Cha-am stay guide" }, { "path": "/temples/hua-hin-cha-am/", "label": "Hua Hin / Cha-am temple route" }, { "path": "/research/temples/hua-hin-cha-am/", "label": "Hua Hin / Cha-am temple research" } ], "path": "/entities/hua-hin/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T09:51:33.917Z" } ], "where_to_stay": [ { "decision_id": "stay_ari", "decision_type": "where_to_stay", "subject_id": "ari", "subject_name": "Ari", "subject_type": "hotel_area", "parent_destination_id": "bangkok", "parent_destination_name": "Bangkok", "score": 71, "component_score": 81.5, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Ari is a good current hotel base.", "best_for": "Repeat visitors, calmer mornings, cafes, and BTS-linked Bangkok without peak nightlife pressure.", "avoid_if": "You want the fastest first-timer checklist base or temple-heavy days every morning.", "check_first": [ "Use Ari when the trip wants calmer mornings and fewer nightlife penalties.", "Keep temple-heavy or river-heavy days separate instead of forcing cross-city hops.", "Choose a truly BTS-linked hotel rather than a loose district label." ], "next_action": "Choose a truly BTS-linked hotel and keep the trip in a smaller Bangkok orbit.", "pivot": "Use Sukhumvit or Silom / Sathorn if the trip becomes more transit-heavy or nightlife-heavy.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 27, "available_components": 26, "live_components": 23, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.963 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "ari", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "ari", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 50, "weight": 0.12, "contribution": 6, "source": "signal", "signal_type": "noise_risk", "entity_id": "ari", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "civic_friction", "label": "Civic friction", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "civic_friction", "entity_id": "ari", "used_default": true, "default_reason": "No local or parent civic-friction signal; using conservative fallback.", "note": "Civic friction is only weighted where Bangkok district complaint statistics can inform hotel-area fit." }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "ari", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 86, "weight": 0.14, "contribution": 12.04, "source": "signal", "signal_type": "transport_friction", "entity_id": "ari", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context behind the local base, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "spa_license_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 96, "weight": 0.06, "contribution": 5.76, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 92, "weight": 0.04, "contribution": 3.68, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 55, "weight": 0.05, "contribution": 2.75, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset around the stay zone or its parent destination, useful as last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 87, "weight": 0.05, "contribution": 4.35, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context around the stay zone or its parent destination, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 97, "weight": 0.1, "contribution": 9.7, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support around the local base, not live train headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 88, "weight": 0.06, "contribution": 5.28, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint around Bangkok hotel-base entities, useful as a fallback and last-mile layer rather than live bus operations truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 82, "weight": 0.06, "contribution": 4.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 44, "weight": 0.08, "contribution": 3.52, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "ari", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 63, "weight": 0.16, "contribution": 10.08, "source": "decision", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 79, "weight": 0.04, "contribution": 3.16, "source": "blueprint", "signal_type": null, "entity_id": "ari", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 53, "note": "Component scores spread by 53 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "civic_friction" ], "source_summary": "40 joined sources support this decision.", "path": "/entities/ari/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:40:00.000Z" }, { "decision_id": "stay_sukhumvit", "decision_type": "where_to_stay", "subject_id": "sukhumvit", "subject_name": "Sukhumvit", "subject_type": "hotel_area", "parent_destination_id": "bangkok", "parent_destination_name": "Bangkok", "score": 70, "component_score": 80.9, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Sukhumvit is a good current hotel base.", "best_for": "First-timers, late dinners, malls, rail access, and flexible city days.", "avoid_if": "You are sleep-sensitive or want temple-first city texture.", "check_first": [ "Choose a station-linked hotel, not just a Sukhumvit address.", "Accept the noise tradeoff if nightlife is the point.", "Do not use Sukhumvit if the trip is really a temple-first Old Town visit." ], "next_action": "Choose a station-adjacent hotel, not just a Sukhumvit address.", "pivot": "Move to Silom / Sathorn for a calmer balanced base.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 27, "available_components": 26, "live_components": 23, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.963 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "sukhumvit", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 50, "weight": 0.12, "contribution": 6, "source": "signal", "signal_type": "noise_risk", "entity_id": "sukhumvit", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "civic_friction", "label": "Civic friction", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "civic_friction", "entity_id": "sukhumvit", "used_default": true, "default_reason": "No local or parent civic-friction signal; using conservative fallback.", "note": "Civic friction is only weighted where Bangkok district complaint statistics can inform hotel-area fit." }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "sukhumvit", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 86, "weight": 0.14, "contribution": 12.04, "source": "signal", "signal_type": "transport_friction", "entity_id": "sukhumvit", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context behind the local base, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 92, "weight": 0.04, "contribution": 3.68, "source": "signal", "signal_type": "spa_license_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 96, "weight": 0.06, "contribution": 5.76, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 88, "weight": 0.04, "contribution": 3.52, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 75, "weight": 0.05, "contribution": 3.75, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset around the stay zone or its parent destination, useful as last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 74, "weight": 0.05, "contribution": 3.7, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context around the stay zone or its parent destination, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 98, "weight": 0.1, "contribution": 9.8, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support around the local base, not live train headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 62, "weight": 0.06, "contribution": 3.72, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint around Bangkok hotel-base entities, useful as a fallback and last-mile layer rather than live bus operations truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 82, "weight": 0.06, "contribution": 4.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 44, "weight": 0.08, "contribution": 3.52, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "sukhumvit", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 63, "weight": 0.16, "contribution": 10.08, "source": "decision", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 85, "weight": 0.04, "contribution": 3.4, "source": "blueprint", "signal_type": null, "entity_id": "sukhumvit", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 54, "note": "Component scores spread by 54 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "civic_friction" ], "source_summary": "40 joined sources support this decision.", "path": "/entities/sukhumvit/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:51:33.917Z" }, { "decision_id": "stay_silom-sathorn", "decision_type": "where_to_stay", "subject_id": "silom-sathorn", "subject_name": "Silom / Sathorn", "subject_type": "hotel_area", "parent_destination_id": "bangkok", "parent_destination_name": "Bangkok", "score": 70, "component_score": 80.9, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Silom / Sathorn is a good current hotel base.", "best_for": "Balanced city stays, dinners, queer nightlife, and rail access without full Sukhumvit intensity.", "avoid_if": "You want river mood or a low-rise slower city feel.", "check_first": [ "Make sure the hotel is actually station-adjacent.", "Use this zone when you want balanced evenings rather than constant nightlife.", "Treat Silom and Sathorn as different micro-feels, not one flat blob." ], "next_action": "Verify the exact BTS or MRT walking distance before paying.", "pivot": "Use Riverside / Old Town for culture-first days.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 27, "available_components": 26, "live_components": 23, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.963 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 50, "weight": 0.12, "contribution": 6, "source": "signal", "signal_type": "noise_risk", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "civic_friction", "label": "Civic friction", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "civic_friction", "entity_id": "silom-sathorn", "used_default": true, "default_reason": "No local or parent civic-friction signal; using conservative fallback.", "note": "Civic friction is only weighted where Bangkok district complaint statistics can inform hotel-area fit." }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 85, "weight": 0.14, "contribution": 11.9, "source": "signal", "signal_type": "transport_friction", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context behind the local base, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 90, "weight": 0.04, "contribution": 3.6, "source": "signal", "signal_type": "spa_license_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 96, "weight": 0.06, "contribution": 5.76, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 92, "weight": 0.04, "contribution": 3.68, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 64, "weight": 0.05, "contribution": 3.2, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset around the stay zone or its parent destination, useful as last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context around the stay zone or its parent destination, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 98, "weight": 0.1, "contribution": 9.8, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support around the local base, not live train headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 62, "weight": 0.06, "contribution": 3.72, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint around Bangkok hotel-base entities, useful as a fallback and last-mile layer rather than live bus operations truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 82, "weight": 0.06, "contribution": 4.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 44, "weight": 0.08, "contribution": 3.52, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 63, "weight": 0.16, "contribution": 10.08, "source": "decision", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 84, "weight": 0.04, "contribution": 3.36, "source": "blueprint", "signal_type": null, "entity_id": "silom-sathorn", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 54, "note": "Component scores spread by 54 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "civic_friction" ], "source_summary": "40 joined sources support this decision.", "path": "/entities/silom-sathorn/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:51:33.917Z" }, { "decision_id": "stay_riverside-old-town", "decision_type": "where_to_stay", "subject_id": "riverside-old-town", "subject_name": "Riverside / Old Town", "subject_type": "hotel_area", "parent_destination_id": "bangkok", "parent_destination_name": "Bangkok", "score": 69, "component_score": 80.2, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Riverside / Old Town needs a more intentional fit before you book it.", "best_for": "Temple, ferry, and old-city texture with slower evenings.", "avoid_if": "You expect the easiest rail movement in the city.", "check_first": [ "Use riverside when the trip is truly temple and river-first.", "Accept slightly weaker rail logic.", "Do not combine this base with nonstop cross-city nightlife plans." ], "next_action": "Use this base only if temples and the river are truly the point.", "pivot": "Switch to Sukhumvit or Silom if the plan turns transit-heavy.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 27, "available_components": 26, "live_components": 23, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.963 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 50, "weight": 0.12, "contribution": 6, "source": "signal", "signal_type": "noise_risk", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "civic_friction", "label": "Civic friction", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "civic_friction", "entity_id": "riverside-old-town", "used_default": true, "default_reason": "No local or parent civic-friction signal; using conservative fallback.", "note": "Civic friction is only weighted where Bangkok district complaint statistics can inform hotel-area fit." }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 82, "weight": 0.14, "contribution": 11.48, "source": "signal", "signal_type": "transport_friction", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context behind the local base, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "spa_license_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 96, "weight": 0.06, "contribution": 5.76, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 92, "weight": 0.04, "contribution": 3.68, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 61, "weight": 0.05, "contribution": 3.05, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset around the stay zone or its parent destination, useful as last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 89, "weight": 0.05, "contribution": 4.45, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context around the stay zone or its parent destination, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 85, "weight": 0.1, "contribution": 8.5, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support around the local base, not live train headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 70, "weight": 0.06, "contribution": 4.2, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint around Bangkok hotel-base entities, useful as a fallback and last-mile layer rather than live bus operations truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 82, "weight": 0.06, "contribution": 4.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 44, "weight": 0.08, "contribution": 3.52, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 63, "weight": 0.16, "contribution": 10.08, "source": "decision", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 77, "weight": 0.04, "contribution": 3.08, "source": "blueprint", "signal_type": null, "entity_id": "riverside-old-town", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 53, "note": "Component scores spread by 53 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "civic_friction" ], "source_summary": "41 joined sources support this decision.", "path": "/entities/riverside-old-town/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:51:33.917Z" }, { "decision_id": "stay_nimman", "decision_type": "where_to_stay", "subject_id": "nimman", "subject_name": "Nimman", "subject_type": "hotel_area", "parent_destination_id": "chiang-mai", "parent_destination_name": "Chiang Mai", "score": 68, "component_score": 76.9, "penalty_points": 9, "confidence": "High", "label": "mixed", "recommendation": "Nimman needs a more intentional fit before you book it.", "best_for": "Longer Chiang Mai stays, cafes, comfort, and coworking rhythm.", "avoid_if": "You want temple density right outside the hotel or AQI is bad enough to sink the city.", "check_first": [ "Choose Nimman when comfort and cafes matter more than temple density.", "Keep Old City as the culture pivot.", "Let AQI outrank the hotel pool." ], "next_action": "Let PM2.5 outrank the hotel pool before you commit.", "pivot": "Use Old City for a shorter temple-first stay.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 21, "available_components": 21, "live_components": 18, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "nimman", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 88, "weight": 0.12, "contribution": 10.56, "source": "signal", "signal_type": "noise_risk", "entity_id": "nimman", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "nimman", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 63, "weight": 0.14, "contribution": 8.82, "source": "signal", "signal_type": "transport_friction", "entity_id": "nimman", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 82, "weight": 0.04, "contribution": 3.28, "source": "signal", "signal_type": "spa_license_support", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 37, "weight": 0.06, "contribution": 2.22, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 72, "weight": 0.04, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 92, "weight": 0.05, "contribution": 4.6, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 41, "weight": 0.06, "contribution": 2.46, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.05, "contribution": 2.1, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 50, "weight": 0.04, "contribution": 2, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "nimman", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 65, "weight": 0.16, "contribution": 10.4, "source": "decision", "signal_type": null, "entity_id": "chiang-mai", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 80, "weight": 0.04, "contribution": 3.2, "source": "blueprint", "signal_type": null, "entity_id": "nimman", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 60, "note": "Component scores spread by 60 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "25 joined sources support this decision.", "path": "/entities/nimman/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:00:00.000Z" }, { "decision_id": "stay_old-city-chiang-mai", "decision_type": "where_to_stay", "subject_id": "old-city-chiang-mai", "subject_name": "Old City Chiang Mai", "subject_type": "hotel_area", "parent_destination_id": "chiang-mai", "parent_destination_name": "Chiang Mai", "score": 68, "component_score": 77, "penalty_points": 9, "confidence": "High", "label": "mixed", "recommendation": "Old City Chiang Mai needs a more intentional fit before you book it.", "best_for": "First Chiang Mai stays, temples, markets, and compact food walks when AQI is acceptable.", "avoid_if": "PM2.5 is high or you want coworking and comfort more than heritage mood.", "check_first": [ "Use Old City when temple density and walkable food matter more than coworking comfort.", "Let PM2.5 outrank the charm of a heritage hotel.", "Switch to Nimman when comfort and indoor backup become the real need." ], "next_action": "Let AQI outrank the hotel charm, then choose a walkable lane inside or just outside the old walls.", "pivot": "Use Nimman if comfort and indoor backup become more important than temple density.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 21, "available_components": 21, "live_components": 18, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 88, "weight": 0.12, "contribution": 10.56, "source": "signal", "signal_type": "noise_risk", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 64, "weight": 0.14, "contribution": 8.96, "source": "signal", "signal_type": "transport_friction", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 84, "weight": 0.04, "contribution": 3.36, "source": "signal", "signal_type": "spa_license_support", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 43, "weight": 0.06, "contribution": 2.58, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 80, "weight": 0.05, "contribution": 4, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 68, "weight": 0.04, "contribution": 2.72, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 91, "weight": 0.05, "contribution": 4.55, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 41, "weight": 0.06, "contribution": 2.46, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.05, "contribution": 2.1, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 50, "weight": 0.04, "contribution": 2, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 65, "weight": 0.16, "contribution": 10.4, "source": "decision", "signal_type": null, "entity_id": "chiang-mai", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 82, "weight": 0.04, "contribution": 3.28, "source": "blueprint", "signal_type": null, "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 56, "note": "Component scores spread by 56 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "25 joined sources support this decision.", "path": "/entities/old-city-chiang-mai/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:51:33.917Z" }, { "decision_id": "stay_bophut-fishermans-village", "decision_type": "where_to_stay", "subject_id": "bophut-fishermans-village", "subject_name": "Bophut / Fisherman's Village", "subject_type": "hotel_area", "parent_destination_id": "koh-samui", "parent_destination_name": "Koh Samui", "score": 64, "component_score": 74.8, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Bophut / Fisherman's Village needs a more intentional fit before you book it.", "best_for": "Balanced Samui comfort, families, and evening walks without maximum party energy.", "avoid_if": "You need Samui only as a launchpad for a fragile island chain.", "check_first": [ "Use Bophut when you want Samui to be the stable base.", "Keep Chaweng only for bigger nightlife needs.", "Do not chain extra boats without checking the weather stack." ], "next_action": "Keep Samui itself as the stable base before adding extra ferries.", "pivot": "Use Bangkok if the transfer stack becomes the whole problem.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 16, "available_components": 15, "live_components": 12, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.938 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 66, "weight": 0.12, "contribution": 7.92, "source": "derived", "signal_type": "noise_risk", "entity_id": "bophut-fishermans-village", "used_default": true, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 61, "weight": 0.14, "contribution": 8.54, "source": "signal", "signal_type": "transport_friction", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 84, "weight": 0.04, "contribution": 3.36, "source": "signal", "signal_type": "spa_license_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 84, "weight": 0.05, "contribution": 4.2, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 68, "weight": 0.05, "contribution": 3.4, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 58, "weight": 0.04, "contribution": 2.32, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 77, "weight": 0.04, "contribution": 3.08, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 22, "weight": 0.04, "contribution": 0.88, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 90, "weight": 0.05, "contribution": 4.5, "source": "signal", "signal_type": "official_pier_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 59, "weight": 0.16, "contribution": 9.44, "source": "decision", "signal_type": null, "entity_id": "koh-samui", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 80, "weight": 0.04, "contribution": 3.2, "source": "blueprint", "signal_type": null, "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 75, "note": "Component scores spread by 75 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort" ], "source_summary": "17 joined sources support this decision.", "path": "/entities/bophut-fishermans-village/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_chaweng", "decision_type": "where_to_stay", "subject_id": "chaweng", "subject_name": "Chaweng", "subject_type": "hotel_area", "parent_destination_id": "koh-samui", "parent_destination_name": "Koh Samui", "score": 64, "component_score": 74.6, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Chaweng needs a more intentional fit before you book it.", "best_for": "Short Samui stays, nightlife, hotel choice, and airport convenience.", "avoid_if": "Quiet sleep matters more than service density.", "check_first": [ "Choose Chaweng when service density and evening energy matter more than quiet sleep.", "Do not overpay for Chaweng if the trip is really a calm beach reset.", "Keep Bophut or Lamai visible as the softer pivot." ], "next_action": "Choose Chaweng only when the trip really wants energy and easy services close by.", "pivot": "Use Bophut or Lamai when Samui needs a softer base.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 16, "available_components": 15, "live_components": 12, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.938 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "chaweng", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 66, "weight": 0.12, "contribution": 7.92, "source": "derived", "signal_type": "noise_risk", "entity_id": "chaweng", "used_default": true, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "chaweng", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 62, "weight": 0.14, "contribution": 8.68, "source": "signal", "signal_type": "transport_friction", "entity_id": "chaweng", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 82, "weight": 0.04, "contribution": 3.28, "source": "signal", "signal_type": "spa_license_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 84, "weight": 0.05, "contribution": 4.2, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 62, "weight": 0.05, "contribution": 3.1, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 54, "weight": 0.04, "contribution": 2.16, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 77, "weight": 0.04, "contribution": 3.08, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 25, "weight": 0.04, "contribution": 1, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 90, "weight": 0.05, "contribution": 4.5, "source": "signal", "signal_type": "official_pier_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "chaweng", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 59, "weight": 0.16, "contribution": 9.44, "source": "decision", "signal_type": null, "entity_id": "koh-samui", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 78, "weight": 0.04, "contribution": 3.12, "source": "blueprint", "signal_type": null, "entity_id": "chaweng", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 72, "note": "Component scores spread by 72 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort" ], "source_summary": "17 joined sources support this decision.", "path": "/entities/chaweng/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_lamai", "decision_type": "where_to_stay", "subject_id": "lamai", "subject_name": "Lamai", "subject_type": "hotel_area", "parent_destination_id": "koh-samui", "parent_destination_name": "Koh Samui", "score": 64, "component_score": 74.5, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Lamai needs a more intentional fit before you book it.", "best_for": "Middle-ground Samui beach stays with softer pacing than Chaweng.", "avoid_if": "You want the widest service density or the quietest north-coast retreat.", "check_first": [ "Use Lamai when the trip wants a calmer beach base without losing all convenience.", "Do not assume Lamai solves island-wide transfer friction by itself.", "Keep Bophut visible when evening walks and food matter more than beach time." ], "next_action": "Use Lamai when beach comfort and readable evenings matter more than maximum nightlife.", "pivot": "Use Bophut for a more balanced food-and-family base.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 16, "available_components": 15, "live_components": 12, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.938 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "lamai", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 66, "weight": 0.12, "contribution": 7.92, "source": "derived", "signal_type": "noise_risk", "entity_id": "lamai", "used_default": true, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "lamai", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 62, "weight": 0.14, "contribution": 8.68, "source": "signal", "signal_type": "transport_friction", "entity_id": "lamai", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 80, "weight": 0.04, "contribution": 3.2, "source": "signal", "signal_type": "spa_license_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 84, "weight": 0.05, "contribution": 4.2, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 62, "weight": 0.05, "contribution": 3.1, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 54, "weight": 0.04, "contribution": 2.16, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 77, "weight": 0.04, "contribution": 3.08, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 25, "weight": 0.04, "contribution": 1, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 90, "weight": 0.05, "contribution": 4.5, "source": "signal", "signal_type": "official_pier_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "lamai", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 59, "weight": 0.16, "contribution": 9.44, "source": "decision", "signal_type": null, "entity_id": "koh-samui", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 79, "weight": 0.04, "contribution": 3.16, "source": "blueprint", "signal_type": null, "entity_id": "lamai", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 72, "note": "Component scores spread by 72 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort" ], "source_summary": "17 joined sources support this decision.", "path": "/entities/lamai/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_kata-karon", "decision_type": "where_to_stay", "subject_id": "kata-karon", "subject_name": "Kata / Karon", "subject_type": "hotel_area", "parent_destination_id": "phuket", "parent_destination_name": "Phuket", "score": 63, "component_score": 73.6, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Kata / Karon needs a more intentional fit before you book it.", "best_for": "Balanced Phuket beach stays, families, and manageable services.", "avoid_if": "You want nightlife density or the freedom to ignore coast conditions.", "check_first": [ "Use Kata / Karon when first-beach simplicity matters.", "Do not assume all Phuket beaches behave the same.", "Use Old Town as the rain and food fallback." ], "next_action": "Use Old Town as the rain and food fallback before locking the beach.", "pivot": "Switch to Phuket Old Town or a different coast if beach conditions weaken.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 22, "available_components": 21, "live_components": 18, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.955 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "kata-karon", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 74, "weight": 0.12, "contribution": 8.88, "source": "signal", "signal_type": "noise_risk", "entity_id": "kata-karon", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": "kata-karon", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 60, "weight": 0.14, "contribution": 8.4, "source": "signal", "signal_type": "transport_friction", "entity_id": "kata-karon", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 80, "weight": 0.04, "contribution": 3.2, "source": "signal", "signal_type": "spa_license_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 78, "weight": 0.05, "contribution": 3.9, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 77, "weight": 0.04, "contribution": 3.08, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 85, "weight": 0.04, "contribution": 3.4, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 48, "weight": 0.04, "contribution": 1.92, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 92, "weight": 0.05, "contribution": 4.6, "source": "signal", "signal_type": "official_pier_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 32, "weight": 0.06, "contribution": 1.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.05, "contribution": 2.1, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 63, "weight": 0.04, "contribution": 2.52, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "kata-karon", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 56, "weight": 0.16, "contribution": 8.96, "source": "decision", "signal_type": null, "entity_id": "phuket", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 81, "weight": 0.04, "contribution": 3.24, "source": "blueprint", "signal_type": null, "entity_id": "kata-karon", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 65, "note": "Component scores spread by 65 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "water_fit" ], "source_summary": "23 joined sources support this decision.", "path": "/entities/kata-karon/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_phuket-old-town", "decision_type": "where_to_stay", "subject_id": "phuket-old-town", "subject_name": "Phuket Old Town", "subject_type": "hotel_area", "parent_destination_id": "phuket", "parent_destination_name": "Phuket", "score": 63, "component_score": 73.7, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Phuket Old Town needs a more intentional fit before you book it.", "best_for": "Food-first Phuket, rain backup, cafes, architecture, and town-based slower stays.", "avoid_if": "You expect a beach outside the room every morning.", "check_first": [ "Use Old Town when weather, food, or architecture outranks waking up by the beach.", "Do not confuse a stylish town hotel with a beach holiday base.", "Keep Patong or Kata / Karon visible when the trip is still beach-first." ], "next_action": "Treat Old Town as a weather and food base, not a hidden beach hack.", "pivot": "Use Kata / Karon or Patong if the trip stays beach-first.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 22, "available_components": 21, "live_components": 18, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.955 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 74, "weight": 0.12, "contribution": 8.88, "source": "signal", "signal_type": "noise_risk", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 62, "weight": 0.14, "contribution": 8.68, "source": "signal", "signal_type": "transport_friction", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 82, "weight": 0.04, "contribution": 3.28, "source": "signal", "signal_type": "spa_license_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 72, "weight": 0.05, "contribution": 3.6, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 73, "weight": 0.04, "contribution": 2.92, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 85, "weight": 0.04, "contribution": 3.4, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 48, "weight": 0.04, "contribution": 1.92, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "official_pier_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 32, "weight": 0.06, "contribution": 1.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.05, "contribution": 2.1, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 63, "weight": 0.04, "contribution": 2.52, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "phuket-old-town", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 56, "weight": 0.16, "contribution": 8.96, "source": "decision", "signal_type": null, "entity_id": "phuket", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 79, "weight": 0.04, "contribution": 3.16, "source": "blueprint", "signal_type": null, "entity_id": "phuket-old-town", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 65, "note": "Component scores spread by 65 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "water_fit" ], "source_summary": "23 joined sources support this decision.", "path": "/entities/phuket-old-town/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:51:33.917Z" }, { "decision_id": "stay_patong", "decision_type": "where_to_stay", "subject_id": "patong", "subject_name": "Patong", "subject_type": "hotel_area", "parent_destination_id": "phuket", "parent_destination_name": "Phuket", "score": 62, "component_score": 73.4, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Patong needs a more intentional fit before you book it.", "best_for": "Nightlife, service density, short stays, and beach trips where convenience matters more than quiet.", "avoid_if": "You are noise-sensitive or want a calmer family beach base.", "check_first": [ "Choose Patong only when nightlife, services, or short-stay convenience are really the point.", "Do not pay Patong prices for a quiet family beach trip.", "Keep Old Town or Kata / Karon visible as the calmer pivot." ], "next_action": "Use Patong only when the energy and late return convenience are worth the tradeoff.", "pivot": "Use Kata / Karon or Phuket Old Town if sleep, food, or rain-backup logic becomes more important.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 22, "available_components": 21, "live_components": 18, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.955 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "patong", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "patong", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 74, "weight": 0.12, "contribution": 8.88, "source": "signal", "signal_type": "noise_risk", "entity_id": "patong", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": "patong", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 62, "weight": 0.14, "contribution": 8.68, "source": "signal", "signal_type": "transport_friction", "entity_id": "patong", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 78, "weight": 0.04, "contribution": 3.12, "source": "signal", "signal_type": "spa_license_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 72, "weight": 0.05, "contribution": 3.6, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 73, "weight": 0.04, "contribution": 2.92, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 85, "weight": 0.04, "contribution": 3.4, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 48, "weight": 0.04, "contribution": 1.92, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 92, "weight": 0.05, "contribution": 4.6, "source": "signal", "signal_type": "official_pier_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 32, "weight": 0.06, "contribution": 1.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.05, "contribution": 2.1, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 63, "weight": 0.04, "contribution": 2.52, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "patong", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 56, "weight": 0.16, "contribution": 8.96, "source": "decision", "signal_type": null, "entity_id": "phuket", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 78, "weight": 0.04, "contribution": 3.12, "source": "blueprint", "signal_type": null, "entity_id": "patong", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 65, "note": "Component scores spread by 65 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "water_fit" ], "source_summary": "23 joined sources support this decision.", "path": "/entities/patong/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_rawai-nai-harn", "decision_type": "where_to_stay", "subject_id": "rawai-nai-harn", "subject_name": "Rawai / Nai Harn", "subject_type": "hotel_area", "parent_destination_id": "phuket", "parent_destination_name": "Phuket", "score": 62, "component_score": 73.4, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Rawai / Nai Harn needs a more intentional fit before you book it.", "best_for": "Longer Phuket stays, villas, south-coast pacing, and quieter beach routines.", "avoid_if": "You need low-friction movement around the whole island.", "check_first": [ "Use Rawai / Nai Harn when longer, slower south-coast days are the real goal.", "Do not assume a cheaper villa beats a better-located first-timer base.", "Keep Phuket Old Town or Kata / Karon as the lower-friction fallback." ], "next_action": "Accept the transfer burden before paying for a bigger room or villa.", "pivot": "Use Kata / Karon for a cleaner first-timer base or Old Town when weather weakens.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 22, "available_components": 21, "live_components": 18, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.955 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 74, "weight": 0.12, "contribution": 8.88, "source": "signal", "signal_type": "noise_risk", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 62, "weight": 0.14, "contribution": 8.68, "source": "signal", "signal_type": "transport_friction", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 78, "weight": 0.04, "contribution": 3.12, "source": "signal", "signal_type": "spa_license_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 72, "weight": 0.05, "contribution": 3.6, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 73, "weight": 0.04, "contribution": 2.92, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 85, "weight": 0.04, "contribution": 3.4, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 48, "weight": 0.04, "contribution": 1.92, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 92, "weight": 0.05, "contribution": 4.6, "source": "signal", "signal_type": "official_pier_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 32, "weight": 0.06, "contribution": 1.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.05, "contribution": 2.1, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 63, "weight": 0.04, "contribution": 2.52, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "rawai-nai-harn", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 56, "weight": 0.16, "contribution": 8.96, "source": "decision", "signal_type": null, "entity_id": "phuket", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 76, "weight": 0.04, "contribution": 3.04, "source": "blueprint", "signal_type": null, "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 65, "note": "Component scores spread by 65 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "water_fit" ], "source_summary": "23 joined sources support this decision.", "path": "/entities/rawai-nai-harn/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_ao-nang", "decision_type": "where_to_stay", "subject_id": "ao-nang", "subject_name": "Ao Nang", "subject_type": "hotel_area", "parent_destination_id": "krabi", "parent_destination_name": "Krabi", "score": 59, "component_score": 72.2, "penalty_points": 13, "confidence": "High", "label": "mixed", "recommendation": "Ao Nang needs a more intentional fit before you book it.", "best_for": "First-time Krabi stays, tour logistics, and coast trips that need a practical backup plan.", "avoid_if": "You only want scenery payoff and hate any resort-strip convenience.", "check_first": [ "Choose Ao Nang when practical coast access matters more than perfect scenery mood.", "Keep one non-boat day available.", "Do not confuse a scenic promo photo with a resilient base." ], "next_action": "Use Ao Nang when the coast needs to stay usable even if one boat day weakens.", "pivot": "Use Railay only when the scenery premium is worth the fragility.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 18, "available_components": 16, "live_components": 13, "fallback_components": 5, "defaulted_components": 2, "coverage_ratio": 0.889 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "ao-nang", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 66, "weight": 0.12, "contribution": 7.92, "source": "derived", "signal_type": "noise_risk", "entity_id": "ao-nang", "used_default": true, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": "ao-nang", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 59, "weight": 0.14, "contribution": 8.26, "source": "signal", "signal_type": "transport_friction", "entity_id": "ao-nang", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 78, "weight": 0.04, "contribution": 3.12, "source": "signal", "signal_type": "spa_license_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 62, "weight": 0.05, "contribution": 3.1, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 54, "weight": 0.04, "contribution": 2.16, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 85, "weight": 0.04, "contribution": 3.4, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 75, "weight": 0.04, "contribution": 3, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 76, "weight": 0.05, "contribution": 3.8, "source": "signal", "signal_type": "official_pier_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 47, "weight": 0.06, "contribution": 2.82, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "ao-nang", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 53, "weight": 0.16, "contribution": 8.48, "source": "decision", "signal_type": null, "entity_id": "krabi", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 80, "weight": 0.04, "contribution": 3.2, "source": "blueprint", "signal_type": null, "entity_id": "ao-nang", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 2, "points": 4, "applied": true, "note": "2 component(s) used fallback defaults, so the engine applies a 4-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 53, "note": "Component scores spread by 53 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort", "water_fit" ], "source_summary": "16 joined sources support this decision.", "path": "/entities/ao-nang/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_railay", "decision_type": "where_to_stay", "subject_id": "railay", "subject_name": "Railay", "subject_type": "hotel_area", "parent_destination_id": "krabi", "parent_destination_name": "Krabi", "score": 59, "component_score": 71.6, "penalty_points": 13, "confidence": "High", "label": "mixed", "recommendation": "Railay needs a more intentional fit before you book it.", "best_for": "High-payoff Krabi scenery when transfer fragility is acceptable.", "avoid_if": "Arrival timing is tight or weather tolerance is low.", "check_first": [ "Use Railay only when the scenery payoff is worth a more fragile arrival and exit stack.", "Do not force Railay on a tight arrival day.", "Keep Ao Nang visible as the practical fallback." ], "next_action": "Treat Railay as the reward move, not the safest default.", "pivot": "Use Ao Nang if the practical transfer story starts to dominate.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 18, "available_components": 16, "live_components": 13, "fallback_components": 5, "defaulted_components": 2, "coverage_ratio": 0.889 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "railay", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "railay", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 66, "weight": 0.12, "contribution": 7.92, "source": "derived", "signal_type": "noise_risk", "entity_id": "railay", "used_default": true, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": "railay", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 58, "weight": 0.14, "contribution": 8.12, "source": "signal", "signal_type": "transport_friction", "entity_id": "railay", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 76, "weight": 0.04, "contribution": 3.04, "source": "signal", "signal_type": "spa_license_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 62, "weight": 0.05, "contribution": 3.1, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 54, "weight": 0.04, "contribution": 2.16, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 85, "weight": 0.04, "contribution": 3.4, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 65, "weight": 0.04, "contribution": 2.6, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 76, "weight": 0.05, "contribution": 3.8, "source": "signal", "signal_type": "official_pier_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 47, "weight": 0.06, "contribution": 2.82, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "railay", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 53, "weight": 0.16, "contribution": 8.48, "source": "decision", "signal_type": null, "entity_id": "krabi", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 73, "weight": 0.04, "contribution": 2.92, "source": "blueprint", "signal_type": null, "entity_id": "railay", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 2, "points": 4, "applied": true, "note": "2 component(s) used fallback defaults, so the engine applies a 4-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 53, "note": "Component scores spread by 53 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort", "water_fit" ], "source_summary": "16 joined sources support this decision.", "path": "/entities/railay/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_central-pattaya-jomtien", "decision_type": "where_to_stay", "subject_id": "central-pattaya-jomtien", "subject_name": "Central Pattaya / Jomtien", "subject_type": "hotel_area", "parent_destination_id": "pattaya-chonburi", "parent_destination_name": "Pattaya / Chonburi", "score": 57, "component_score": 71.9, "penalty_points": 15, "confidence": "High", "label": "fragile", "recommendation": "Central Pattaya / Jomtien needs a more intentional fit before you book it.", "best_for": "Short coast breaks, hotel convenience, beach access, and nightlife flexibility with a practical Bangkok escape shape.", "avoid_if": "You are sleep-sensitive, crowd-averse, or want all beach time without traffic tradeoffs.", "check_first": [ "Choose the exact zone before the hotel.", "Use Jomtien when sleep and softer pacing matter more than nightlife.", "Do not assume all Pattaya-area hotels have the same return-route convenience." ], "next_action": "Decide whether nightlife or sleep matters more before choosing Central Pattaya versus Jomtien.", "pivot": "Use Hua Hin / Cha-am for a calmer hotel rhythm.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 18, "available_components": 15, "live_components": 12, "fallback_components": 6, "defaulted_components": 3, "coverage_ratio": 0.833 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 68, "weight": 0.18, "contribution": 12.24, "source": "derived", "signal_type": null, "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 66, "weight": 0.12, "contribution": 7.92, "source": "derived", "signal_type": "noise_risk", "entity_id": "central-pattaya-jomtien", "used_default": true, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 68, "weight": 0.1, "contribution": 6.8, "source": "derived", "signal_type": "rain_risk", "entity_id": "central-pattaya-jomtien", "used_default": true, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 56, "weight": 0.14, "contribution": 7.84, "source": "signal", "signal_type": "transport_friction", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context behind the local base, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 80, "weight": 0.04, "contribution": 3.2, "source": "signal", "signal_type": "spa_license_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 94, "weight": 0.05, "contribution": 4.7, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 72, "weight": 0.05, "contribution": 3.6, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 86, "weight": 0.04, "contribution": 3.44, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 80, "weight": 0.05, "contribution": 4, "source": "signal", "signal_type": "official_pier_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 32, "weight": 0.06, "contribution": 1.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "central-pattaya-jomtien", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 51, "weight": 0.16, "contribution": 8.16, "source": "decision", "signal_type": null, "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 77, "weight": 0.04, "contribution": 3.08, "source": "blueprint", "signal_type": null, "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 3, "points": 6, "applied": true, "note": "3 component(s) used fallback defaults, so the engine applies a 6-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 65, "note": "Component scores spread by 65 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort", "rain_fit", "water_fit" ], "source_summary": "17 joined sources support this decision.", "path": "/entities/central-pattaya-jomtien/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:51:33.917Z" }, { "decision_id": "stay_central-hua-hin-khao-takiab", "decision_type": "where_to_stay", "subject_id": "central-hua-hin-khao-takiab", "subject_name": "Central Hua Hin / Khao Takiab", "subject_type": "hotel_area", "parent_destination_id": "hua-hin", "parent_destination_name": "Hua Hin / Cha-am", "score": 55, "component_score": 69.8, "penalty_points": 15, "confidence": "High", "label": "fragile", "recommendation": "Central Hua Hin / Khao Takiab needs a more intentional fit before you book it.", "best_for": "Families, calmer beach-town pacing, seafood, and hotel stays that value rail or road simplicity over nightlife.", "avoid_if": "You need nightlife density or a highly compact walk-everywhere beach strip.", "check_first": [ "Use this base when calm beach-town logic matters more than nightlife.", "Check station or road transfer time before paying if arrival day is tight.", "Treat Cha-am as a separate feel, not the same strip." ], "next_action": "Choose the exact part of Hua Hin or Khao Takiab before paying, especially on holiday weekends.", "pivot": "Use Pattaya / Chonburi if the trip needs a shorter coast hop and more late-night energy.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 18, "available_components": 15, "live_components": 12, "fallback_components": 6, "defaulted_components": 3, "coverage_ratio": 0.833 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 68, "weight": 0.18, "contribution": 12.24, "source": "derived", "signal_type": null, "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 66, "weight": 0.12, "contribution": 7.92, "source": "derived", "signal_type": "noise_risk", "entity_id": "central-hua-hin-khao-takiab", "used_default": true, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 68, "weight": 0.1, "contribution": 6.8, "source": "derived", "signal_type": "rain_risk", "entity_id": "central-hua-hin-khao-takiab", "used_default": true, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 58, "weight": 0.14, "contribution": 8.12, "source": "signal", "signal_type": "transport_friction", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context behind the local base, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 78, "weight": 0.04, "contribution": 3.12, "source": "signal", "signal_type": "spa_license_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 82, "weight": 0.05, "contribution": 4.1, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 39, "weight": 0.06, "contribution": 2.34, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 62, "weight": 0.05, "contribution": 3.1, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 54, "weight": 0.04, "contribution": 2.16, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 95, "weight": 0.03, "contribution": 2.85, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 58, "weight": 0.05, "contribution": 2.9, "source": "signal", "signal_type": "official_pier_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "central-hua-hin-khao-takiab", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 49, "weight": 0.16, "contribution": 7.84, "source": "decision", "signal_type": null, "entity_id": "hua-hin", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 79, "weight": 0.04, "contribution": 3.16, "source": "blueprint", "signal_type": null, "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 3, "points": 6, "applied": true, "note": "3 component(s) used fallback defaults, so the engine applies a 6-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 58, "note": "Component scores spread by 58 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort", "rain_fit", "water_fit" ], "source_summary": "17 joined sources support this decision.", "path": "/entities/central-hua-hin-khao-takiab/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:51:33.917Z" } ], "route_check": [ { "decision_id": "route_bangkok-ayutthaya-kanchanaburi", "decision_type": "route_check", "subject_id": "bangkok-ayutthaya-kanchanaburi", "subject_name": "Bangkok -> Ayutthaya -> Kanchanaburi", "subject_type": "route", "score": 67, "component_score": 73.3, "penalty_points": 6, "confidence": "Medium", "label": "mixed", "recommendation": "Bangkok -> Ayutthaya -> Kanchanaburi is a cautious route shape right now.", "best_for": "Easy central-Thai culture loop with lower airport dependence.", "avoid_if": "You only have a rushed long weekend and hate transfers.", "check_first": [ "heat exposure", "road and rail comfort", "whether Kanchanaburi is actually worth the detour for this trip shape" ], "next_action": "Use Bangkok as the base and decide whether both side trips really belong in the same short window.", "pivot": "Drop Kanchanaburi first if the loop starts to feel too transfer-heavy.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 19, "available_components": 19, "live_components": 16, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_average", "label": "Destination fit average", "score": 62, "weight": 0.34, "contribution": 21.08, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Average destination strength across the route chain." }, { "key": "weakest_destination", "label": "Weakest destination leg", "score": 59, "weight": 0.18, "contribution": 10.62, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "No weakest destination leg was available, so the route uses the average destination score.", "note": "" }, { "key": "transport_average", "label": "Transport friction average", "score": 77.75, "weight": 0.16, "contribution": 12.44, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.08, "contribution": 7.04, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context across overland route legs, not live speed, queue, lane, or incident truth." }, { "key": "rain_average", "label": "Rain fit average", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 60, "weight": 0.1, "contribution": 6, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context on flight-dependent legs, not airline on-time performance." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 74.33333333333333, "weight": 0.08, "contribution": 5.95, "source": "signal", "signal_type": "rail_feasibility", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public rail-support structure across the route chain, not live train seat, timetable, or disruption truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 83.33333333333333, "weight": 0.06, "contribution": 5, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 84.5, "weight": 0.04, "contribution": 3.38, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support across the route chain for overland route-search confidence, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context across the route chain, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT GPS and Taxi OK regulated-taxi oversight, complaint, and station-search support across the route chain, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 73, "weight": 0.03, "contribution": 2.19, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset, useful as route-level last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 88.5, "weight": 0.03, "contribution": 2.65, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context across Bangkok-linked route nodes, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 94.5, "weight": 0.05, "contribution": 4.73, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support on Bangkok-linked route nodes, not live headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 74, "weight": 0.04, "contribution": 2.96, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint on Bangkok-linked route nodes, useful as fallback urban bus support rather than live bus operations truth." }, { "key": "park_access_context", "label": "Park access context", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "park_access_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context across nature-heavy route legs, not live closure, ranger, capacity, or ticket truth." }, { "key": "node_confidence", "label": "Transfer-node confidence", "score": 97, "weight": 0.08, "contribution": 7.76, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "route_baseline", "label": "Route template baseline", "score": 65.25, "weight": 0.06, "contribution": 3.92, "source": "blueprint", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Route templates now act as low-weight route-shape hints instead of dominating the score." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Route contradiction penalty", "points": 6, "applied": true, "spread": 41, "note": "Component scores spread by 41 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "3 destination anchors and 1 transfer nodes support this route check.", "main_risk": "Regional disaster context is busy", "weakest_leg": "Kanchanaburi", "path": "/routes/bangkok-ayutthaya-kanchanaburi/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:52:38.613Z" }, { "decision_id": "route_chiang-mai-pai-chiang-rai", "decision_type": "route_check", "subject_id": "chiang-mai-pai-chiang-rai", "subject_name": "Chiang Mai -> Pai / Chiang Rai north loop", "subject_type": "route", "score": 64, "component_score": 69.8, "penalty_points": 6, "confidence": "Medium", "label": "mixed", "recommendation": "Chiang Mai -> Pai / Chiang Rai north loop is a cautious route shape right now.", "best_for": "Repeat visitors who want the north to stay the main character.", "avoid_if": "AQI is elevated or the group has low road tolerance.", "check_first": [ "PM2.5", "mountain weather", "road tolerance", "whether Pai is optional or emotionally fixed" ], "next_action": "Let Chiang Mai stay strong on its own before you add the road burden.", "pivot": "Keep Chiang Mai only, or shift south if air quality fails.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 19, "available_components": 19, "live_components": 16, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_average", "label": "Destination fit average", "score": 60.5, "weight": 0.34, "contribution": 20.57, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Average destination strength across the route chain." }, { "key": "weakest_destination", "label": "Weakest destination leg", "score": 56, "weight": 0.18, "contribution": 10.08, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "No weakest destination leg was available, so the route uses the average destination score.", "note": "" }, { "key": "transport_average", "label": "Transport friction average", "score": 65.33333333333333, "weight": 0.16, "contribution": 10.45, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.08, "contribution": 7.04, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context across overland route legs, not live speed, queue, lane, or incident truth." }, { "key": "rain_average", "label": "Rain fit average", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 60, "weight": 0.1, "contribution": 6, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context on flight-dependent legs, not airline on-time performance." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 59, "weight": 0.08, "contribution": 4.72, "source": "signal", "signal_type": "rail_feasibility", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public rail-support structure across the route chain, not live train seat, timetable, or disruption truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 91, "weight": 0.06, "contribution": 5.46, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 84, "weight": 0.04, "contribution": 3.36, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support across the route chain for overland route-search confidence, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context across the route chain, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT GPS and Taxi OK regulated-taxi oversight, complaint, and station-search support across the route chain, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 58, "weight": 0.03, "contribution": 1.74, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset, useful as route-level last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 85, "weight": 0.03, "contribution": 2.55, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context across Bangkok-linked route nodes, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 91, "weight": 0.05, "contribution": 4.55, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support on Bangkok-linked route nodes, not live headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 60, "weight": 0.04, "contribution": 2.4, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint on Bangkok-linked route nodes, useful as fallback urban bus support rather than live bus operations truth." }, { "key": "park_access_context", "label": "Park access context", "score": 91, "weight": 0.04, "contribution": 3.64, "source": "signal", "signal_type": "park_access_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context across nature-heavy route legs, not live closure, ranger, capacity, or ticket truth." }, { "key": "node_confidence", "label": "Transfer-node confidence", "score": 97, "weight": 0.08, "contribution": 7.76, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "route_baseline", "label": "Route template baseline", "score": 60.61111111111111, "weight": 0.06, "contribution": 3.64, "source": "blueprint", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Route templates now act as low-weight route-shape hints instead of dominating the score." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Route contradiction penalty", "points": 6, "applied": true, "spread": 41, "note": "Component scores spread by 41 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "2 destination anchors and 1 transfer nodes support this route check.", "main_risk": "Road safety burden is high", "weakest_leg": "Pai", "path": "/routes/chiang-mai-pai-chiang-rai/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:52:38.613Z" }, { "decision_id": "route_bangkok-chiang-mai-phuket", "decision_type": "route_check", "subject_id": "bangkok-chiang-mai-phuket", "subject_name": "Bangkok -> Chiang Mai -> Phuket", "subject_type": "route", "score": 61, "component_score": 69.6, "penalty_points": 9, "confidence": "Medium", "label": "mixed", "recommendation": "Bangkok -> Chiang Mai -> Phuket is a cautious route shape right now.", "best_for": "Classic first trip with city depth, northern culture, and a beach finish.", "avoid_if": "Northern AQI is weak or you need a fully overland route.", "check_first": [ "Chiang Mai PM2.5", "airport timing between long legs", "beach area choice in Phuket" ], "next_action": "Lock Bangkok and Phuket first, then leave the Chiang Mai segment soft until AQI feels solid.", "pivot": "Go Bangkok -> Phuket directly if the north weakens.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 27, "available_components": 27, "live_components": 24, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_average", "label": "Destination fit average", "score": 61.333333333333336, "weight": 0.34, "contribution": 20.85, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Average destination strength across the route chain." }, { "key": "weakest_destination", "label": "Weakest destination leg", "score": 56, "weight": 0.18, "contribution": 10.08, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "No weakest destination leg was available, so the route uses the average destination score.", "note": "" }, { "key": "transport_average", "label": "Transport friction average", "score": 70.71428571428571, "weight": 0.16, "contribution": 11.31, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.08, "contribution": 7.04, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context across overland route legs, not live speed, queue, lane, or incident truth." }, { "key": "rain_average", "label": "Rain fit average", "score": 52, "weight": 0.1, "contribution": 5.2, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "marine_warning_risk", "label": "Marine warning risk", "score": 34, "weight": 0.1, "contribution": 3.4, "source": "signal", "signal_type": "marine_warning_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is coastal sea-state caution for ferry- or island-shaped route legs." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 47, "weight": 0.08, "contribution": 3.76, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public transfer support around pier and coastal route anchors, not operator schedule truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 96, "weight": 0.06, "contribution": 5.76, "source": "signal", "signal_type": "official_pier_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support across coastal route anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 62.57142857142857, "weight": 0.1, "contribution": 6.26, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context on flight-dependent legs, not airline on-time performance." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 62.75, "weight": 0.08, "contribution": 5.02, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public ground-access support around route airport nodes, not live check-in or queue truth." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 60, "weight": 0.06, "contribution": 3.6, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context around route airport nodes, not live queue, ETA, or rental inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 72, "weight": 0.05, "contribution": 3.6, "source": "signal", "signal_type": "airport_scale_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context around route airport nodes, not live airline on-time, queue, gate, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context around route airport nodes, not live measured sound-level truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 69.5, "weight": 0.08, "contribution": 5.56, "source": "signal", "signal_type": "rail_feasibility", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public rail-support structure across the route chain, not live train seat, timetable, or disruption truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 83.33333333333333, "weight": 0.06, "contribution": 5, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 80.33333333333333, "weight": 0.04, "contribution": 3.21, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support across the route chain for overland route-search confidence, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 92.33333333333333, "weight": 0.04, "contribution": 3.69, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context across the route chain, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 93.71428571428571, "weight": 0.04, "contribution": 3.75, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT GPS and Taxi OK regulated-taxi oversight, complaint, and station-search support across the route chain, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 56.333333333333336, "weight": 0.03, "contribution": 1.69, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset, useful as route-level last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 81, "weight": 0.03, "contribution": 2.43, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context across Bangkok-linked route nodes, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 98, "weight": 0.05, "contribution": 4.9, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support on Bangkok-linked route nodes, not live headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 88, "weight": 0.04, "contribution": 3.52, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint on Bangkok-linked route nodes, useful as fallback urban bus support rather than live bus operations truth." }, { "key": "park_access_context", "label": "Park access context", "score": 89, "weight": 0.04, "contribution": 3.56, "source": "signal", "signal_type": "park_access_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context across nature-heavy route legs, not live closure, ranger, capacity, or ticket truth." }, { "key": "node_confidence", "label": "Transfer-node confidence", "score": 97, "weight": 0.08, "contribution": 7.76, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "route_baseline", "label": "Route template baseline", "score": 61.34920634920635, "weight": 0.06, "contribution": 3.68, "source": "blueprint", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Route templates now act as low-weight route-shape hints instead of dominating the score." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Route contradiction penalty", "points": 9, "applied": true, "spread": 64, "note": "Component scores spread by 64 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "3 destination anchors and 4 transfer nodes support this route check.", "main_risk": "Airport transfer support is weak", "weakest_leg": "Phuket", "path": "/routes/bangkok-chiang-mai-phuket/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:52:38.613Z" }, { "decision_id": "route_phuket-krabi-koh-lanta", "decision_type": "route_check", "subject_id": "phuket-krabi-koh-lanta", "subject_name": "Phuket -> Krabi / Koh Lanta coast chain", "subject_type": "route", "score": 54, "component_score": 62.6, "penalty_points": 9, "confidence": "Medium", "label": "fragile", "recommendation": "Phuket -> Krabi / Koh Lanta coast chain is a cautious route shape right now.", "best_for": "Andaman scenery and flexible beach pacing.", "avoid_if": "The trip depends on tight ferries or you need maximum weather resilience.", "check_first": [ "Andaman weather", "pier timing", "whether Phuket should stay the stable base" ], "next_action": "Keep at least one hotel refundable and do not make every scenic stop mandatory.", "pivot": "Use Phuket as the infrastructure answer if boats weaken.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 16, "available_components": 16, "live_components": 13, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_average", "label": "Destination fit average", "score": 54.5, "weight": 0.34, "contribution": 18.53, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Average destination strength across the route chain." }, { "key": "weakest_destination", "label": "Weakest destination leg", "score": 53, "weight": 0.18, "contribution": 9.54, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "No weakest destination leg was available, so the route uses the average destination score.", "note": "" }, { "key": "transport_average", "label": "Transport friction average", "score": 60.666666666666664, "weight": 0.16, "contribution": 9.71, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_average", "label": "Rain fit average", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "marine_warning_risk", "label": "Marine warning risk", "score": 34, "weight": 0.1, "contribution": 3.4, "source": "signal", "signal_type": "marine_warning_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is coastal sea-state caution for ferry- or island-shaped route legs." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 60, "weight": 0.08, "contribution": 4.8, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public transfer support around pier and coastal route anchors, not operator schedule truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 90.66666666666667, "weight": 0.06, "contribution": 5.44, "source": "signal", "signal_type": "official_pier_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support across coastal route anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 69, "weight": 0.1, "contribution": 6.9, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context on flight-dependent legs, not airline on-time performance." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 73, "weight": 0.06, "contribution": 4.38, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 67.5, "weight": 0.04, "contribution": 2.7, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support across the route chain for overland route-search confidence, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 89, "weight": 0.04, "contribution": 3.56, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context across the route chain, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 84, "weight": 0.04, "contribution": 3.36, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT GPS and Taxi OK regulated-taxi oversight, complaint, and station-search support across the route chain, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "park_access_context", "label": "Park access context", "score": 91, "weight": 0.04, "contribution": 3.64, "source": "signal", "signal_type": "park_access_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context across nature-heavy route legs, not live closure, ranger, capacity, or ticket truth." }, { "key": "node_confidence", "label": "Transfer-node confidence", "score": 97, "weight": 0.08, "contribution": 7.76, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "route_baseline", "label": "Route template baseline", "score": 53.05555555555555, "weight": 0.06, "contribution": 3.18, "source": "blueprint", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Route templates now act as low-weight route-shape hints instead of dominating the score." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Route contradiction penalty", "points": 9, "applied": true, "spread": 63, "note": "Component scores spread by 63 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "2 destination anchors and 1 transfer nodes support this route check.", "main_risk": "Marine warning risk is high", "weakest_leg": "Krabi", "path": "/routes/phuket-krabi-koh-lanta/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:52:38.613Z" }, { "decision_id": "route_samui-phangan-tao", "decision_type": "route_check", "subject_id": "samui-phangan-tao", "subject_name": "Samui -> Phangan / Tao island chain", "subject_type": "route", "score": 53, "component_score": 62.3, "penalty_points": 9, "confidence": "Medium", "label": "fragile", "recommendation": "Samui -> Phangan / Tao island chain is a cautious route shape right now.", "best_for": "Gulf island pacing when weather and ferry timing cooperate.", "avoid_if": "You need a no-risk transfer chain or are forcing too many islands into a short trip.", "check_first": [ "Gulf weather", "last boat timing", "mainland-to-pier burden", "event timing on Phangan" ], "next_action": "Keep Samui as the stable base and make extra islands earn their place.", "pivot": "Stay on Samui only if the chain looks brittle.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 14, "available_components": 14, "live_components": 11, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_average", "label": "Destination fit average", "score": 58.5, "weight": 0.34, "contribution": 19.89, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Average destination strength across the route chain." }, { "key": "weakest_destination", "label": "Weakest destination leg", "score": 58, "weight": 0.18, "contribution": 10.44, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "No weakest destination leg was available, so the route uses the average destination score.", "note": "" }, { "key": "transport_average", "label": "Transport friction average", "score": 58, "weight": 0.16, "contribution": 9.28, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_average", "label": "Rain fit average", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "marine_warning_risk", "label": "Marine warning risk", "score": 34, "weight": 0.1, "contribution": 3.4, "source": "signal", "signal_type": "marine_warning_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is coastal sea-state caution for ferry- or island-shaped route legs." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 23.5, "weight": 0.08, "contribution": 1.88, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public transfer support around pier and coastal route anchors, not operator schedule truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 96, "weight": 0.06, "contribution": 5.76, "source": "signal", "signal_type": "official_pier_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support across coastal route anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 93, "weight": 0.1, "contribution": 9.3, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context on flight-dependent legs, not airline on-time performance." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 68, "weight": 0.06, "contribution": 4.08, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 58, "weight": 0.04, "contribution": 2.32, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 81, "weight": 0.04, "contribution": 3.24, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context across the route chain, not local realtime service quality or dispatch truth." }, { "key": "park_access_context", "label": "Park access context", "score": 84, "weight": 0.04, "contribution": 3.36, "source": "signal", "signal_type": "park_access_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context across nature-heavy route legs, not live closure, ranger, capacity, or ticket truth." }, { "key": "node_confidence", "label": "Transfer-node confidence", "score": 97, "weight": 0.08, "contribution": 7.76, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "route_baseline", "label": "Route template baseline", "score": 57.5, "weight": 0.06, "contribution": 3.45, "source": "blueprint", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Route templates now act as low-weight route-shape hints instead of dominating the score." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Route contradiction penalty", "points": 9, "applied": true, "spread": 73.5, "note": "Component scores spread by 74 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "2 destination anchors and 2 transfer nodes support this route check.", "main_risk": "Pier transfer support is weak", "weakest_leg": "Koh Phangan", "path": "/routes/koh-samui-koh-phangan-koh-tao/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:52:38.613Z" } ], "ferry_check": [ { "decision_id": "ferry_phuket-krabi-ferry", "decision_type": "ferry_check", "subject_id": "phuket-krabi-ferry", "subject_name": "Phuket <-> Krabi ferry check", "subject_type": "ferry_route", "score": 52, "component_score": 63.4, "penalty_points": 11, "confidence": "Medium", "label": "fragile", "recommendation": "Phuket <-> Krabi ferry check needs refund-friendly planning and a backup move.", "best_for": "Andaman travelers who want coast changes without overcommitting every day to boats.", "avoid_if": "Your hotel stack stops being useful when one boat slips.", "check_first": [ "live weather fit and ferry fragility", "last boat timing", "pier check-in and transfer burden" ], "next_action": "Keep the first island or coast hotel refundable until weather and pier timing feel solid.", "pivot": "Stay on Phuket and use road/day-trip logic if boats weaken.", "freshness_class": "acceptable", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 10, "available_components": 10, "live_components": 9, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_fit", "label": "Destination chain fit", "score": 54.5, "weight": 0.22, "contribution": 11.99, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "pier_confidence", "label": "Pier confidence", "score": 97, "weight": 0.14, "contribution": 13.58, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 60, "weight": 0.14, "contribution": 8.4, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "official_pier_support", "label": "Official pier support", "score": 90.66666666666667, "weight": 0.12, "contribution": 10.88, "source": "signal", "signal_type": "official_pier_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "berth_operability_context", "label": "Berth operability context", "score": 93.83333333333334, "weight": 0.1, "contribution": 9.38, "source": "signal", "signal_type": "berth_operability_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "ferry_fragility", "label": "Ferry fragility", "score": 55.666666666666664, "weight": 0.24, "contribution": 13.36, "source": "signal", "signal_type": "ferry_fragility", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "marine_warning_risk", "label": "Marine warning risk", "score": 34, "weight": 0.14, "contribution": 4.76, "source": "signal", "signal_type": "marine_warning_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_fit", "label": "Weather fit", "score": 44, "weight": 0.08, "contribution": 3.52, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "transport_stack", "label": "Transfer burden", "score": 60.666666666666664, "weight": 0.1, "contribution": 6.07, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "weakest_ferry_leg", "label": "Weakest ferry leg", "score": 54, "weight": 0.08, "contribution": 4.32, "source": "signal", "signal_type": "ferry_fragility", "entity_id": null, "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "acceptable", "points": 2, "applied": true, "note": "Freshness class is acceptable, so the engine applies a 2-point penalty." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Ferry contradiction penalty", "points": 9, "applied": true, "spread": 63, "note": "Component scores spread by 63 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "1 pier anchors and 2 island or coast anchors currently support this ferry check.", "main_risk": "Ferry fragility is elevated, so refund flexibility matters before you lock the island chain.", "path": "/ferries/phuket-krabi/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:52:38.613Z" }, { "decision_id": "ferry_samui-phangan-chain", "decision_type": "ferry_check", "subject_id": "samui-phangan-chain", "subject_name": "Samui <-> Phangan ferry check", "subject_type": "ferry_route", "score": 50, "component_score": 60.6, "penalty_points": 11, "confidence": "Medium", "label": "fragile", "recommendation": "Samui <-> Phangan ferry check needs refund-friendly planning and a backup move.", "best_for": "Gulf island chains with at least one stable Samui base night.", "avoid_if": "You are stacking the last boat behind a long road or flight day.", "check_first": [ "live weather fit and ferry fragility", "last boat timing", "pier check-in and transfer burden" ], "next_action": "Keep mainland and island hotel policies forgiving until the transfer day is clear.", "pivot": "Use Samui only if the chain becomes brittle.", "freshness_class": "acceptable", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 10, "available_components": 10, "live_components": 9, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_fit", "label": "Destination chain fit", "score": 58.5, "weight": 0.22, "contribution": 12.87, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "pier_confidence", "label": "Pier confidence", "score": 97, "weight": 0.14, "contribution": 13.58, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 23.5, "weight": 0.14, "contribution": 3.29, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "official_pier_support", "label": "Official pier support", "score": 96, "weight": 0.12, "contribution": 11.52, "source": "signal", "signal_type": "official_pier_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "berth_operability_context", "label": "Berth operability context", "score": 96.5, "weight": 0.1, "contribution": 9.65, "source": "signal", "signal_type": "berth_operability_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "ferry_fragility", "label": "Ferry fragility", "score": 51.75, "weight": 0.24, "contribution": 12.42, "source": "signal", "signal_type": "ferry_fragility", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "marine_warning_risk", "label": "Marine warning risk", "score": 34, "weight": 0.14, "contribution": 4.76, "source": "signal", "signal_type": "marine_warning_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_fit", "label": "Weather fit", "score": 56, "weight": 0.08, "contribution": 4.48, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "transport_stack", "label": "Transfer burden", "score": 58, "weight": 0.1, "contribution": 5.8, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "weakest_ferry_leg", "label": "Weakest ferry leg", "score": 51, "weight": 0.08, "contribution": 4.08, "source": "signal", "signal_type": "ferry_fragility", "entity_id": null, "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "acceptable", "points": 2, "applied": true, "note": "Freshness class is acceptable, so the engine applies a 2-point penalty." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Ferry contradiction penalty", "points": 9, "applied": true, "spread": 73.5, "note": "Component scores spread by 74 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "2 pier anchors and 2 island or coast anchors currently support this ferry check.", "main_risk": "Ferry fragility is elevated, so refund flexibility matters before you lock the island chain.", "path": "/ferries/koh-samui-koh-phangan-koh-tao/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:52:38.613Z" }, { "decision_id": "ferry_mainland-to-samui", "decision_type": "ferry_check", "subject_id": "mainland-to-samui", "subject_name": "Mainland -> Samui ferry stack", "subject_type": "ferry_route", "score": 50, "component_score": 60.9, "penalty_points": 11, "confidence": "Medium", "label": "fragile", "recommendation": "Mainland -> Samui ferry stack needs refund-friendly planning and a backup move.", "best_for": "Travelers who intentionally build a mainland-to-island arrival day.", "avoid_if": "You are pretending the road leg is a small detail.", "check_first": [ "live weather fit and ferry fragility", "last boat timing", "pier check-in and transfer burden" ], "next_action": "Treat the road-to-pier leg as part of the ferry decision, not a separate problem.", "pivot": "Fly if the schedule is already fragile before you even reach the pier.", "freshness_class": "acceptable", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 10, "available_components": 10, "live_components": 9, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_fit", "label": "Destination chain fit", "score": 59, "weight": 0.22, "contribution": 12.98, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "pier_confidence", "label": "Pier confidence", "score": 97, "weight": 0.14, "contribution": 13.58, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 23, "weight": 0.14, "contribution": 3.22, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "official_pier_support", "label": "Official pier support", "score": 96.66666666666667, "weight": 0.12, "contribution": 11.6, "source": "signal", "signal_type": "official_pier_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "berth_operability_context", "label": "Berth operability context", "score": 96.83333333333334, "weight": 0.1, "contribution": 9.68, "source": "signal", "signal_type": "berth_operability_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "ferry_fragility", "label": "Ferry fragility", "score": 52, "weight": 0.24, "contribution": 12.48, "source": "signal", "signal_type": "ferry_fragility", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "marine_warning_risk", "label": "Marine warning risk", "score": 34, "weight": 0.14, "contribution": 4.76, "source": "signal", "signal_type": "marine_warning_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_fit", "label": "Weather fit", "score": 56, "weight": 0.08, "contribution": 4.48, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "transport_stack", "label": "Transfer burden", "score": 58.333333333333336, "weight": 0.1, "contribution": 5.83, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "weakest_ferry_leg", "label": "Weakest ferry leg", "score": 52, "weight": 0.08, "contribution": 4.16, "source": "signal", "signal_type": "ferry_fragility", "entity_id": null, "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "acceptable", "points": 2, "applied": true, "note": "Freshness class is acceptable, so the engine applies a 2-point penalty." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Ferry contradiction penalty", "points": 9, "applied": true, "spread": 74, "note": "Component scores spread by 74 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "2 pier anchors and 1 island or coast anchors currently support this ferry check.", "main_risk": "Ferry fragility is elevated, so refund flexibility matters before you lock the island chain.", "path": "/ferries/thailand-island-transfers/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:52:38.613Z" } ], "food_route": [ { "decision_id": "food_bangkok", "decision_type": "food_route", "subject_id": "bangkok", "subject_name": "Bangkok", "subject_type": "destination", "score": 73, "component_score": 79, "penalty_points": 6, "confidence": "Medium", "label": "good", "recommendation": "Bangkok is a good food-route pick right now.", "best_for": "First-trip range, Chinatown, rail-linked eating, and rainy-day fallback.", "avoid_if": "You want one quiet neighborhood to explain the whole city.", "check_first": [ "Check Air4Thai before heavy outdoor days.", "Choose a BTS/MRT-linked base before paying for a hotel." ], "next_action": "Choose the neighborhood first, then the named place.", "pivot": "Use malls, Chinatown, or BTS-linked zones when rain and heat stack.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 6, "available_components": 6, "live_components": 3, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_fit", "label": "Destination fit", "score": 63, "weight": 0.26, "contribution": 16.38, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "Destination decision missing; using conservative fallback.", "note": "" }, { "key": "local_confidence", "label": "Local source confidence", "score": 97, "weight": 0.16, "contribution": 15.52, "source": "signal", "signal_type": "source_confidence", "entity_id": "bangkok", "used_default": false, "default_reason": "Food-route source confidence missing; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.12, "contribution": 11.22, "source": "derived", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "bangkok", "used_default": false, "default_reason": "Food-route rain fit missing; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 86, "weight": 0.1, "contribution": 8.6, "source": "signal", "signal_type": "transport_friction", "entity_id": "bangkok", "used_default": false, "default_reason": "Food-route transport fit missing; using conservative fallback.", "note": "" }, { "key": "food_blueprint_baseline", "label": "Food blueprint baseline", "score": 90, "weight": 0.1, "contribution": 9, "source": "blueprint", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "Food blueprint seed missing; using destination score fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Food-route contradiction penalty", "points": 6, "applied": true, "spread": 41, "note": "Component scores spread by 41 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "19 joined sources support this decision.", "path": "/today/bangkok/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:51:33.917Z" }, { "decision_id": "food_chiang-mai", "decision_type": "food_route", "subject_id": "chiang-mai", "subject_name": "Chiang Mai", "subject_type": "destination", "score": 70, "component_score": 76.1, "penalty_points": 6, "confidence": "Medium", "label": "mixed", "recommendation": "Chiang Mai works better as a supporting food move than the main food trip answer.", "best_for": "Khao soi, northern flavors, markets, and cafe routing.", "avoid_if": "AQI is high enough to make outdoor city walking feel punishing.", "check_first": [ "Treat sustained PM2.5 as the main breaker.", "Choose Old City or Nimman based on trip shape, not a random deal." ], "next_action": "Use khao soi as the anchor, not the entire route.", "pivot": "Use Nimman comfort or indoor-heavy stops if the air is only borderline.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 6, "available_components": 6, "live_components": 3, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_fit", "label": "Destination fit", "score": 65, "weight": 0.26, "contribution": 16.9, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "Destination decision missing; using conservative fallback.", "note": "" }, { "key": "local_confidence", "label": "Local source confidence", "score": 97, "weight": 0.16, "contribution": 15.52, "source": "signal", "signal_type": "source_confidence", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Food-route source confidence missing; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.12, "contribution": 11.22, "source": "derived", "signal_type": null, "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Food-route rain fit missing; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 63, "weight": 0.1, "contribution": 6.3, "source": "signal", "signal_type": "transport_friction", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Food-route transport fit missing; using conservative fallback.", "note": "" }, { "key": "food_blueprint_baseline", "label": "Food blueprint baseline", "score": 84, "weight": 0.1, "contribution": 8.4, "source": "blueprint", "signal_type": null, "entity_id": "chiang-mai", "used_default": false, "default_reason": "Food blueprint seed missing; using destination score fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Food-route contradiction penalty", "points": 6, "applied": true, "spread": 41, "note": "Component scores spread by 41 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "10 joined sources support this decision.", "path": "/where-to-go/chiang-mai/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:51:33.917Z" }, { "decision_id": "food_koh-samui", "decision_type": "food_route", "subject_id": "koh-samui", "subject_name": "Koh Samui", "subject_type": "destination", "score": 67, "component_score": 72.6, "penalty_points": 6, "confidence": "Medium", "label": "mixed", "recommendation": "Koh Samui works better as a supporting food move than the main food trip answer.", "best_for": "Island comfort stays that want enough dining without turning nightlife into the whole trip.", "avoid_if": "You are chasing a city-level food graph on a resort island.", "check_first": [ "Compare Gulf weather directly with the Andaman coast.", "Use Samui itself as the stable base before adding Phangan or Tao." ], "next_action": "Let the hotel base and transfer burden decide how wide the food route should spread.", "pivot": "Use Bangkok or Chiang Mai for the food-heavy segment of a split trip.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 6, "available_components": 6, "live_components": 3, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_fit", "label": "Destination fit", "score": 59, "weight": 0.26, "contribution": 15.34, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "Destination decision missing; using conservative fallback.", "note": "" }, { "key": "local_confidence", "label": "Local source confidence", "score": 97, "weight": 0.16, "contribution": 15.52, "source": "signal", "signal_type": "source_confidence", "entity_id": "koh-samui", "used_default": false, "default_reason": "Food-route source confidence missing; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.12, "contribution": 11.22, "source": "derived", "signal_type": null, "entity_id": "koh-samui", "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "koh-samui", "used_default": false, "default_reason": "Food-route rain fit missing; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 60, "weight": 0.1, "contribution": 6, "source": "signal", "signal_type": "transport_friction", "entity_id": "koh-samui", "used_default": false, "default_reason": "Food-route transport fit missing; using conservative fallback.", "note": "" }, { "key": "food_blueprint_baseline", "label": "Food blueprint baseline", "score": 73, "weight": 0.1, "contribution": 7.3, "source": "blueprint", "signal_type": null, "entity_id": "koh-samui", "used_default": false, "default_reason": "Food blueprint seed missing; using destination score fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Food-route contradiction penalty", "points": 6, "applied": true, "spread": 41, "note": "Component scores spread by 41 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "9 joined sources support this decision.", "path": "/where-to-go/koh-samui/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "food_isaan", "decision_type": "food_route", "subject_id": "isaan", "subject_name": "Isaan", "subject_type": "destination", "score": 67, "component_score": 72.5, "penalty_points": 6, "confidence": "Medium", "label": "mixed", "recommendation": "Isaan works better as a supporting food move than the main food trip answer.", "best_for": "Repeat visitors who want regional food identity over a polished tourist script.", "avoid_if": "You need one easy first-trip dining district to do all the work.", "check_first": [ "Treat province choice as the real decision, not just the region label.", "Use Khon Kaen, Ubon, Nong Khai, or Korat as actual anchors." ], "next_action": "Pick one province cluster and let the food justify the route.", "pivot": "Use Bangkok or Khon Kaen as the easier bridge into the region.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 6, "available_components": 6, "live_components": 3, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_fit", "label": "Destination fit", "score": 63, "weight": 0.26, "contribution": 16.38, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "Destination decision missing; using conservative fallback.", "note": "" }, { "key": "local_confidence", "label": "Local source confidence", "score": 91, "weight": 0.16, "contribution": 14.56, "source": "signal", "signal_type": "source_confidence", "entity_id": "isaan", "used_default": false, "default_reason": "Food-route source confidence missing; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 80, "weight": 0.12, "contribution": 9.6, "source": "derived", "signal_type": null, "entity_id": "isaan", "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 64, "weight": 0.1, "contribution": 6.4, "source": "signal", "signal_type": "rain_risk", "entity_id": "isaan", "used_default": false, "default_reason": "Food-route rain fit missing; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 58, "weight": 0.1, "contribution": 5.8, "source": "signal", "signal_type": "transport_friction", "entity_id": "isaan", "used_default": false, "default_reason": "Food-route transport fit missing; using conservative fallback.", "note": "" }, { "key": "food_blueprint_baseline", "label": "Food blueprint baseline", "score": 82, "weight": 0.1, "contribution": 8.2, "source": "blueprint", "signal_type": null, "entity_id": "isaan", "used_default": false, "default_reason": "Food blueprint seed missing; using destination score fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Food-route contradiction penalty", "points": 6, "applied": true, "spread": 33, "note": "Component scores spread by 33 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "14 joined sources support this decision.", "path": "/where-to-go/isaan/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:51:33.917Z" }, { "decision_id": "food_phuket", "decision_type": "food_route", "subject_id": "phuket", "subject_name": "Phuket", "subject_type": "destination", "score": 62, "component_score": 70.7, "penalty_points": 9, "confidence": "Medium", "label": "mixed", "recommendation": "Phuket works better as a supporting food move than the main food trip answer.", "best_for": "Beach-trip food routes that need Old Town and rain backup in the mix.", "avoid_if": "You expect one beach strip to solve every meal mood.", "check_first": [ "Choose the beach area before the hotel.", "Check marine and weather layers before committing to boat-heavy days." ], "next_action": "Keep Old Town as the fallback even if the hotel is beach-first.", "pivot": "Move the eating day away from the beach when weather weakens.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 6, "available_components": 6, "live_components": 3, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_fit", "label": "Destination fit", "score": 56, "weight": 0.26, "contribution": 14.56, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "Destination decision missing; using conservative fallback.", "note": "" }, { "key": "local_confidence", "label": "Local source confidence", "score": 97, "weight": 0.16, "contribution": 15.52, "source": "signal", "signal_type": "source_confidence", "entity_id": "phuket", "used_default": false, "default_reason": "Food-route source confidence missing; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.12, "contribution": 11.22, "source": "derived", "signal_type": null, "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": "phuket", "used_default": false, "default_reason": "Food-route rain fit missing; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 61, "weight": 0.1, "contribution": 6.1, "source": "signal", "signal_type": "transport_friction", "entity_id": "phuket", "used_default": false, "default_reason": "Food-route transport fit missing; using conservative fallback.", "note": "" }, { "key": "food_blueprint_baseline", "label": "Food blueprint baseline", "score": 76, "weight": 0.1, "contribution": 7.6, "source": "blueprint", "signal_type": null, "entity_id": "phuket", "used_default": false, "default_reason": "Food blueprint seed missing; using destination score fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Food-route contradiction penalty", "points": 9, "applied": true, "spread": 53, "note": "Component scores spread by 53 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "9 joined sources support this decision.", "path": "/where-to-go/phuket/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "food_pattaya-chonburi", "decision_type": "food_route", "subject_id": "pattaya-chonburi", "subject_name": "Pattaya / Chonburi", "subject_type": "destination", "score": 58, "component_score": 68.9, "penalty_points": 11, "confidence": "Medium", "label": "mixed", "recommendation": "Pattaya / Chonburi works better as a supporting food move than the main food trip answer.", "best_for": "Seafood, Thai-Chinese coastal eating, short-notice Bangkok coast pivots, and nightlife-adjacent food runs.", "avoid_if": "You want one calm district to explain the whole destination or you dislike traffic-heavy meal routing.", "check_first": [ "Treat weekend traffic as a real input, not a footnote.", "Pick the beach or hotel zone before the hotel brand." ], "next_action": "Pick the zone first, then the named place, and let weekend traffic change the meal plan if needed.", "pivot": "Use Bangkok for the deeper food segment if the coast is only a short break.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 6, "available_components": 5, "live_components": 2, "fallback_components": 3, "defaulted_components": 1, "coverage_ratio": 0.833 }, "score_components": [ { "key": "destination_fit", "label": "Destination fit", "score": 51, "weight": 0.26, "contribution": 13.26, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "Destination decision missing; using conservative fallback.", "note": "" }, { "key": "local_confidence", "label": "Local source confidence", "score": 97, "weight": 0.16, "contribution": 15.52, "source": "signal", "signal_type": "source_confidence", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "Food-route source confidence missing; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 70, "weight": 0.12, "contribution": 8.4, "source": "derived", "signal_type": null, "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 68, "weight": 0.1, "contribution": 6.8, "source": "signal", "signal_type": "rain_risk", "entity_id": "pattaya-chonburi", "used_default": true, "default_reason": "Food-route rain fit missing; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 68, "weight": 0.1, "contribution": 6.8, "source": "signal", "signal_type": "transport_friction", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "Food-route transport fit missing; using conservative fallback.", "note": "" }, { "key": "food_blueprint_baseline", "label": "Food blueprint baseline", "score": 71, "weight": 0.1, "contribution": 7.1, "source": "blueprint", "signal_type": null, "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "Food blueprint seed missing; using destination score fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Food-route contradiction penalty", "points": 9, "applied": true, "spread": 46, "note": "Component scores spread by 46 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "rain_fit" ], "source_summary": "8 joined sources support this decision.", "path": "/where-to-go/pattaya-chonburi/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:51:33.917Z" }, { "decision_id": "food_hua-hin", "decision_type": "food_route", "subject_id": "hua-hin", "subject_name": "Hua Hin / Cha-am", "subject_type": "destination", "score": 58, "component_score": 68.9, "penalty_points": 11, "confidence": "Medium", "label": "mixed", "recommendation": "Hua Hin / Cha-am works better as a supporting food move than the main food trip answer.", "best_for": "Seafood, night markets, resort-town comfort food, and gentler family-paced coast eating.", "avoid_if": "You expect city-level restaurant density or nightlife to solve the whole evening plan.", "check_first": [ "Choose the exact beach-town base before paying.", "Treat rail and road convenience as part of the value, not just background logistics." ], "next_action": "Choose the market or beach-town zone first, then keep one easy indoor or hotel fallback in reserve.", "pivot": "Use Bangkok if the trip turns food-first rather than coast-first.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 6, "available_components": 5, "live_components": 2, "fallback_components": 3, "defaulted_components": 1, "coverage_ratio": 0.833 }, "score_components": [ { "key": "destination_fit", "label": "Destination fit", "score": 49, "weight": 0.26, "contribution": 12.74, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "Destination decision missing; using conservative fallback.", "note": "" }, { "key": "local_confidence", "label": "Local source confidence", "score": 97, "weight": 0.16, "contribution": 15.52, "source": "signal", "signal_type": "source_confidence", "entity_id": "hua-hin", "used_default": false, "default_reason": "Food-route source confidence missing; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 70, "weight": 0.12, "contribution": 8.4, "source": "derived", "signal_type": null, "entity_id": "hua-hin", "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 68, "weight": 0.1, "contribution": 6.8, "source": "signal", "signal_type": "rain_risk", "entity_id": "hua-hin", "used_default": true, "default_reason": "Food-route rain fit missing; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 70, "weight": 0.1, "contribution": 7, "source": "signal", "signal_type": "transport_friction", "entity_id": "hua-hin", "used_default": false, "default_reason": "Food-route transport fit missing; using conservative fallback.", "note": "" }, { "key": "food_blueprint_baseline", "label": "Food blueprint baseline", "score": 74, "weight": 0.1, "contribution": 7.4, "source": "blueprint", "signal_type": null, "entity_id": "hua-hin", "used_default": false, "default_reason": "Food blueprint seed missing; using destination score fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Food-route contradiction penalty", "points": 9, "applied": true, "spread": 48, "note": "Component scores spread by 48 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "rain_fit" ], "source_summary": "9 joined sources support this decision.", "path": "/where-to-go/hua-hin/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:51:33.917Z" } ], "gold_buying_check": [ { "decision_id": "gold_bangkok", "decision_type": "gold_buying_check", "subject_id": "bangkok", "subject_name": "Bangkok / Yaowarat", "subject_type": "destination", "score": 88, "component_score": 87.6, "penalty_points": 0, "confidence": "Medium", "label": "strong", "recommendation": "Bangkok / Yaowarat is the strongest gold-buying context right now if you still compare multiple shops against the national quote.", "best_for": "Comparison shopping, dense shop clusters, clearer receipt and buyback expectations, and travelers who want the strongest public gold-buying context in Thailand.", "avoid_if": "You are treating the national reference quote like a guaranteed final shop price without checking workmanship, receipt detail, and buyback terms.", "check_first": [ "latest GTA bar and ornament quote", "receipt detail and buyback terms", "whether you want bar or ornament gold" ], "next_action": "Use the national GTA quote first, then compare multiple Yaowarat shops before paying.", "pivot": "Use Chiang Mai for regional convenience if the trip is not passing through Bangkok anyway.", "city_context": "Bangkok / Yaowarat", "entity_anchor_id": "yaowarat-gold-district", "entity_anchor_path": "/entities/yaowarat-gold-district/", "entity_anchor_name": "Yaowarat gold district", "reference_price": 64300, "reference_buy_price": 64100, "reference_unit": "THB per 1 baht-weight of 96.5% Thai gold", "updated_at": "2026-06-24T03:43:00.000Z", "fx_context": "Published GTA USD/THB context shows USD/THB around 33.38, intraday quote change +50 THB, and previous-day change -500 THB. GTA spot reference is 4,065. This is pricing context, not investment advice.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 5, "available_components": 5, "live_components": 4, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "national_reference", "label": "National GTA reference", "score": 86, "weight": 0.32, "contribution": 27.52, "source": "signal", "signal_type": "thai_gold_reference_price", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "" }, { "key": "fx_pressure", "label": "FX and quote pressure", "score": 82, "weight": 0.18, "contribution": 14.76, "source": "signal", "signal_type": "thai_gold_fx_pressure", "entity_id": "bangkok", "used_default": false, "default_reason": "Gold FX-pressure context missing; using conservative fallback.", "note": "" }, { "key": "city_friction", "label": "City buying friction", "score": 88, "weight": 0.28, "contribution": 24.64, "source": "signal", "signal_type": "thai_gold_buying_friction", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.12, "contribution": 11.64, "source": "signal", "signal_type": "source_confidence", "entity_id": "bangkok", "used_default": false, "default_reason": "Source confidence missing; using conservative fallback.", "note": "" }, { "key": "city_baseline", "label": "City baseline", "score": 90, "weight": 0.1, "contribution": 9, "source": "blueprint", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Gold-buying contradiction penalty", "points": 0, "applied": false, "spread": 15, "note": "Component scores are not meaningfully contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "8 joined sources support this decision.", "path": "/gold/yaowarat-gold-shops/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T11:51:33.917Z" }, { "decision_id": "gold_chiang-mai", "decision_type": "gold_buying_check", "subject_id": "chiang-mai", "subject_name": "Chiang Mai", "subject_type": "destination", "score": 83, "component_score": 83.4, "penalty_points": 0, "confidence": "Medium", "label": "good", "recommendation": "Chiang Mai is workable for gold buying if you keep the national quote visible and check spread and receipts carefully.", "best_for": "Regional convenience buying when the trip already centers on Chiang Mai and you do not need the deepest comparison-shopping field.", "avoid_if": "You want maximum shop density or are using a single tourist-area quote as if it were a special local benchmark.", "check_first": [ "latest GTA reference quote", "ornament workmanship or premium", "buyback convenience versus Bangkok" ], "next_action": "Treat Chiang Mai as a convenience market and compare against the national GTA quote before agreeing to local ornament premiums.", "pivot": "Use Bangkok / Yaowarat if the purchase is large enough that deeper comparison shopping matters.", "city_context": "Chiang Mai", "entity_anchor_id": "chiang-mai-gold-shopping", "entity_anchor_path": "/entities/chiang-mai-gold-shopping/", "entity_anchor_name": "Chiang Mai gold shopping", "reference_price": 64300, "reference_buy_price": 64100, "reference_unit": "THB per 1 baht-weight of 96.5% Thai gold", "updated_at": "2026-06-24T03:43:00.000Z", "fx_context": "Published GTA USD/THB context shows USD/THB around 33.38, intraday quote change +50 THB, and previous-day change -500 THB. GTA spot reference is 4,065. This is pricing context, not investment advice.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 5, "available_components": 5, "live_components": 4, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "national_reference", "label": "National GTA reference", "score": 86, "weight": 0.32, "contribution": 27.52, "source": "signal", "signal_type": "thai_gold_reference_price", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "" }, { "key": "fx_pressure", "label": "FX and quote pressure", "score": 82, "weight": 0.18, "contribution": 14.76, "source": "signal", "signal_type": "thai_gold_fx_pressure", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Gold FX-pressure context missing; using conservative fallback.", "note": "" }, { "key": "city_friction", "label": "City buying friction", "score": 78, "weight": 0.28, "contribution": 21.84, "source": "signal", "signal_type": "thai_gold_buying_friction", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.12, "contribution": 11.64, "source": "signal", "signal_type": "source_confidence", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Source confidence missing; using conservative fallback.", "note": "" }, { "key": "city_baseline", "label": "City baseline", "score": 76, "weight": 0.1, "contribution": 7.6, "source": "blueprint", "signal_type": null, "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Gold-buying contradiction penalty", "points": 0, "applied": false, "spread": 21, "note": "Component scores are not meaningfully contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "7 joined sources support this decision.", "path": "/gold/thailand-gold-price/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T11:51:33.917Z" }, { "decision_id": "gold_hat-yai-gold-shopping", "decision_type": "gold_buying_check", "subject_id": "hat-yai-gold-shopping", "subject_name": "Hat Yai", "subject_type": "market_district", "score": 81, "component_score": 81.2, "penalty_points": 0, "confidence": "Medium", "label": "good", "recommendation": "Hat Yai is workable for gold buying if you keep the national quote visible and check spread and receipts carefully.", "best_for": "Southern regional convenience buying when the trip already centers on Songkhla or the lower south and Bangkok-level comparison density is not the goal.", "avoid_if": "You are assuming Hat Yai has a separate official southern price or you still need the deepest comparison-shopping field in Thailand.", "check_first": [ "latest GTA reference quote", "spread and buyback terms", "receipt detail and workmanship" ], "next_action": "Treat Hat Yai as a southern convenience market and keep the national quote visible while you compare local spread, receipt, and buyback terms.", "pivot": "Use Bangkok / Yaowarat if the purchase is large enough that maximum comparison density matters more than southern convenience.", "city_context": "Hat Yai", "entity_anchor_id": "hat-yai-gold-shopping", "entity_anchor_path": "/entities/hat-yai-gold-shopping/", "entity_anchor_name": "Hat Yai gold shopping", "reference_price": 64300, "reference_buy_price": 64100, "reference_unit": "THB per 1 baht-weight of 96.5% Thai gold", "updated_at": "2026-06-24T03:43:00.000Z", "fx_context": "Published GTA USD/THB context shows USD/THB around 33.38, intraday quote change +50 THB, and previous-day change -500 THB. GTA spot reference is 4,065. This is pricing context, not investment advice.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 5, "available_components": 5, "live_components": 4, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "national_reference", "label": "National GTA reference", "score": 86, "weight": 0.32, "contribution": 27.52, "source": "signal", "signal_type": "thai_gold_reference_price", "entity_id": "hat-yai-gold-shopping", "used_default": false, "default_reason": "", "note": "" }, { "key": "fx_pressure", "label": "FX and quote pressure", "score": 82, "weight": 0.18, "contribution": 14.76, "source": "signal", "signal_type": "thai_gold_fx_pressure", "entity_id": "hat-yai-gold-shopping", "used_default": false, "default_reason": "Gold FX-pressure context missing; using conservative fallback.", "note": "" }, { "key": "city_friction", "label": "City buying friction", "score": 75, "weight": 0.28, "contribution": 21, "source": "signal", "signal_type": "thai_gold_buying_friction", "entity_id": "hat-yai-gold-shopping", "used_default": false, "default_reason": "", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 89, "weight": 0.12, "contribution": 10.68, "source": "signal", "signal_type": "source_confidence", "entity_id": "hat-yai-gold-shopping", "used_default": false, "default_reason": "Source confidence missing; using conservative fallback.", "note": "" }, { "key": "city_baseline", "label": "City baseline", "score": 72, "weight": 0.1, "contribution": 7.2, "source": "blueprint", "signal_type": null, "entity_id": "hat-yai-gold-shopping", "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Gold-buying contradiction penalty", "points": 0, "applied": false, "spread": 17, "note": "Component scores are not meaningfully contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "3 joined sources support this decision.", "path": "/gold/thailand-gold-price/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T11:43:00.000Z" }, { "decision_id": "gold_phuket", "decision_type": "gold_buying_check", "subject_id": "phuket", "subject_name": "Phuket", "subject_type": "destination", "score": 72, "component_score": 78.4, "penalty_points": 6, "confidence": "Medium", "label": "good", "recommendation": "Phuket is workable for gold buying if you keep the national quote visible and check spread and receipts carefully.", "best_for": "Trip-convenience buying where the national quote is the anchor but tourist-market friction is accepted.", "avoid_if": "You are assuming Phuket has a different official price or ignoring spread, language, and receipt-quality risk.", "check_first": [ "latest GTA reference quote", "spread and workmanship", "receipt and buyback clarity" ], "next_action": "Use Phuket only when convenience matters more than the widest shop comparison field, and keep the national quote visible while you compare.", "pivot": "Move the purchase to Bangkok if the trip will pass through Yaowarat anyway.", "city_context": "Phuket", "entity_anchor_id": "phuket-gold-shopping", "entity_anchor_path": "/entities/phuket-gold-shopping/", "entity_anchor_name": "Phuket gold shopping", "reference_price": 64300, "reference_buy_price": 64100, "reference_unit": "THB per 1 baht-weight of 96.5% Thai gold", "updated_at": "2026-06-24T03:43:00.000Z", "fx_context": "Published GTA USD/THB context shows USD/THB around 33.38, intraday quote change +50 THB, and previous-day change -500 THB. GTA spot reference is 4,065. This is pricing context, not investment advice.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 5, "available_components": 5, "live_components": 4, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "national_reference", "label": "National GTA reference", "score": 86, "weight": 0.32, "contribution": 27.52, "source": "signal", "signal_type": "thai_gold_reference_price", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "" }, { "key": "fx_pressure", "label": "FX and quote pressure", "score": 82, "weight": 0.18, "contribution": 14.76, "source": "signal", "signal_type": "thai_gold_fx_pressure", "entity_id": "phuket", "used_default": false, "default_reason": "Gold FX-pressure context missing; using conservative fallback.", "note": "" }, { "key": "city_friction", "label": "City buying friction", "score": 66, "weight": 0.28, "contribution": 18.48, "source": "signal", "signal_type": "thai_gold_buying_friction", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.12, "contribution": 11.64, "source": "signal", "signal_type": "source_confidence", "entity_id": "phuket", "used_default": false, "default_reason": "Source confidence missing; using conservative fallback.", "note": "" }, { "key": "city_baseline", "label": "City baseline", "score": 60, "weight": 0.1, "contribution": 6, "source": "blueprint", "signal_type": null, "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Gold-buying contradiction penalty", "points": 6, "applied": true, "spread": 37, "note": "Component scores spread by 37 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "7 joined sources support this decision.", "path": "/gold/thailand-gold-price/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T14:00:00.000Z" }, { "decision_id": "gold_pattaya-chonburi", "decision_type": "gold_buying_check", "subject_id": "pattaya-chonburi", "subject_name": "Pattaya / Chonburi", "subject_type": "destination", "score": 72, "component_score": 77.9, "penalty_points": 6, "confidence": "Medium", "label": "good", "recommendation": "Pattaya / Chonburi is workable for gold buying if you keep the national quote visible and check spread and receipts carefully.", "best_for": "Short-trip convenience when the national quote is the anchor and the buyer is comfortable asking careful shop-level questions.", "avoid_if": "You want Bangkok-style comparison density or are relying on one tourist-area quote as if it were a separate official market.", "check_first": [ "latest GTA reference quote", "spread and buyback terms", "receipt detail" ], "next_action": "Treat Pattaya / Chonburi as a convenience context and ask directly about spread, workmanship, and buyback terms before paying.", "pivot": "Use Bangkok for the purchase if comparison-shopping confidence matters more than convenience.", "city_context": "Pattaya / Chonburi", "entity_anchor_id": "pattaya-gold-shopping", "entity_anchor_path": "/entities/pattaya-gold-shopping/", "entity_anchor_name": "Pattaya / Chonburi gold shopping", "reference_price": 64300, "reference_buy_price": 64100, "reference_unit": "THB per 1 baht-weight of 96.5% Thai gold", "updated_at": "2026-06-24T03:43:00.000Z", "fx_context": "Published GTA USD/THB context shows USD/THB around 33.38, intraday quote change +50 THB, and previous-day change -500 THB. GTA spot reference is 4,065. This is pricing context, not investment advice.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 5, "available_components": 5, "live_components": 4, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "national_reference", "label": "National GTA reference", "score": 86, "weight": 0.32, "contribution": 27.52, "source": "signal", "signal_type": "thai_gold_reference_price", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "" }, { "key": "fx_pressure", "label": "FX and quote pressure", "score": 82, "weight": 0.18, "contribution": 14.76, "source": "signal", "signal_type": "thai_gold_fx_pressure", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "Gold FX-pressure context missing; using conservative fallback.", "note": "" }, { "key": "city_friction", "label": "City buying friction", "score": 65, "weight": 0.28, "contribution": 18.2, "source": "signal", "signal_type": "thai_gold_buying_friction", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.12, "contribution": 11.64, "source": "signal", "signal_type": "source_confidence", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "Source confidence missing; using conservative fallback.", "note": "" }, { "key": "city_baseline", "label": "City baseline", "score": 58, "weight": 0.1, "contribution": 5.8, "source": "blueprint", "signal_type": null, "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Gold-buying contradiction penalty", "points": 6, "applied": true, "spread": 39, "note": "Component scores spread by 39 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "6 joined sources support this decision.", "path": "/gold/thailand-gold-price/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T11:51:33.917Z" } ] }, "storage": { "mode": "persisted", "snapshot_kind": "decisions", "generated_at": "2026-06-24T03:51:19.382Z", "stored_at": "2026-06-24T03:52:52.037Z", "fresh": false }, "filters": { "destination": "all", "city": "all", "route": "all", "limit": "all" }, "overview": { "today": { "decision_id": "today_chiang-mai", "decision_type": "where_to_go_today", "subject_id": "chiang-mai", "subject_name": "Chiang Mai", "subject_type": "destination", "score": 65, "component_score": 74.2, "penalty_points": 9, "confidence": "High", "label": "mixed", "recommendation": "Chiang Mai is a cautious today pick.", "best_for": "Culture, cafes, temples, northern food, and slower city pacing.", "avoid_if": "PM2.5 stays high or the trip depends on mountain views being crisp.", "check_first": [ "Treat sustained PM2.5 as the main breaker.", "Choose Old City or Nimman based on trip shape, not a random deal.", "Keep Bangkok or the coast as a real pivot if smoke stays high." ], "next_action": "Check PM2.5 first, then choose Old City or Nimman before paying for side trips.", "pivot": "Pivot to Bangkok or the coast if smoke remains stubborn.", "freshness_class": "fresh", "score_formula_version": "same-day-signal-v3", "signal_coverage": { "total_components": 26, "available_components": 26, "live_components": 25, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "aqi_fit", "label": "AQI fit", "score": 92, "weight": 0.16, "contribution": 14.72, "source": "signal", "signal_type": "aqi_risk", "entity_id": "chiang-mai", "used_default": false, "default_reason": "AQI risk missing; using conservative destination fallback.", "note": "" }, { "key": "outdoor_comfort", "label": "Outdoor comfort", "score": 95, "weight": 0.12, "contribution": 11.4, "source": "signal", "signal_type": "outdoor_comfort", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Outdoor comfort missing; using conservative fallback.", "note": "" }, { "key": "rain_risk", "label": "Rain fit", "score": 56, "weight": 0.22, "contribution": 12.32, "source": "signal", "signal_type": "rain_risk", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Rain fit missing; using conservative fallback.", "note": "" }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 60, "weight": 0.08, "contribution": 4.8, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context, not airline on-time performance." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 41, "weight": 0.012, "contribution": 0.49, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor linked to the destination, not a live airline board." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.012, "contribution": 0.5, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context around the main airport anchor, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages. The board rows themselves use a browser turnstile token, so this is not direct live airline status truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 50, "weight": 0.012, "contribution": 0.6, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, gate, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context around the main airport anchor, not live measured sound-level truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 43, "weight": 0.012, "contribution": 0.52, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the destination, not live seat, delay, or operator-disruption truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 86, "weight": 0.012, "contribution": 1.03, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support for overland bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 72, "weight": 0.012, "contribution": 0.86, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support for intercity-bus planning, not live departure, seat, or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support for intercity-bus planning, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.012, "contribution": 1.13, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context, not local realtime service quality, dispatch, or incident truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 92, "weight": 0.012, "contribution": 1.1, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "water_risk", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Water-risk signal missing; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 84, "weight": 0.012, "contribution": 1.01, "source": "signal", "signal_type": "spa_license_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.012, "contribution": 1.15, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "park_access_context", "label": "Park access context", "score": 90, "weight": 0.012, "contribution": 1.08, "source": "signal", "signal_type": "park_access_context", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context, not live closure, ranger, capacity, or ticket truth." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "noise_risk", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Noise-risk signal missing; using conservative fallback.", "note": "" }, { "key": "road_safety", "label": "Road safety", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "road_safety_risk", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Road-risk signal missing; using conservative fallback.", "note": "" }, { "key": "transport_friction", "label": "Transport friction", "score": 63, "weight": 0.05, "contribution": 3.15, "source": "signal", "signal_type": "transport_friction", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Transport-friction signal missing; using conservative fallback.", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.03, "contribution": 2.91, "source": "signal", "signal_type": "source_confidence", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Source-confidence signal missing; using conservative fallback.", "note": "" }, { "key": "disaster_context", "label": "Disaster context", "score": 46, "weight": 0.1, "contribution": 4.6, "source": "signal", "signal_type": "regional_disaster_context", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Disaster context missing; using conservative fallback.", "note": "" }, { "key": "earthquake_context", "label": "Earthquake context", "score": 64, "weight": 0.03, "contribution": 1.92, "source": "signal", "signal_type": "regional_earthquake_context", "entity_id": "chiang-mai", "used_default": false, "default_reason": "Earthquake context missing; using conservative fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 78, "weight": 0.015, "contribution": 1.17, "source": "blueprint", "signal_type": null, "entity_id": "chiang-mai", "used_default": false, "default_reason": "Blueprint seed score missing; using live average as the fallback baseline.", "note": "Blueprint baseline is now a light fallback and copy anchor, not the primary scoring driver." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Same-day signal spread penalty", "points": 9, "applied": true, "spread": 49, "note": "Component scores spread by 49 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "30 joined sources support this decision.", "weakest_signal": { "type": "airport_transfer_support", "label": "Airport transfer support is weak", "reason": "Public transport structure around this airport shows 1 mapped stop(s), 1 mode group(s), 1 rail-linked stop(s), 0 airport-link stop(s), and 0 bus-linked stop(s). This is airport-ground-access support, not live airline board or queue truth." }, "related_pages": [ { "path": "/where-to-go/chiang-mai/", "label": "Chiang Mai destination guide" }, { "path": "/accommodation/chiang-mai/", "label": "Where to stay in Chiang Mai" }, { "path": "/food/chiang-mai-khao-soi/", "label": "Chiang Mai khao soi route" }, { "path": "/today/north/", "label": "Northern Thailand Today" }, { "path": "/food/chiang-mai-food-guide/", "label": "Chiang Mai food guide" }, { "path": "/temples/chiang-mai/", "label": "Chiang Mai temple route" }, { "path": "/research/temples/chiang-mai/", "label": "Chiang Mai temple research" } ], "path": "/entities/chiang-mai/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T09:51:33.917Z" }, "where_to_stay": { "decision_id": "stay_ari", "decision_type": "where_to_stay", "subject_id": "ari", "subject_name": "Ari", "subject_type": "hotel_area", "parent_destination_id": "bangkok", "parent_destination_name": "Bangkok", "score": 71, "component_score": 81.5, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Ari is a good current hotel base.", "best_for": "Repeat visitors, calmer mornings, cafes, and BTS-linked Bangkok without peak nightlife pressure.", "avoid_if": "You want the fastest first-timer checklist base or temple-heavy days every morning.", "check_first": [ "Use Ari when the trip wants calmer mornings and fewer nightlife penalties.", "Keep temple-heavy or river-heavy days separate instead of forcing cross-city hops.", "Choose a truly BTS-linked hotel rather than a loose district label." ], "next_action": "Choose a truly BTS-linked hotel and keep the trip in a smaller Bangkok orbit.", "pivot": "Use Sukhumvit or Silom / Sathorn if the trip becomes more transit-heavy or nightlife-heavy.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 27, "available_components": 26, "live_components": 23, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.963 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "ari", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "ari", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 50, "weight": 0.12, "contribution": 6, "source": "signal", "signal_type": "noise_risk", "entity_id": "ari", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "civic_friction", "label": "Civic friction", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "civic_friction", "entity_id": "ari", "used_default": true, "default_reason": "No local or parent civic-friction signal; using conservative fallback.", "note": "Civic friction is only weighted where Bangkok district complaint statistics can inform hotel-area fit." }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "ari", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 86, "weight": 0.14, "contribution": 12.04, "source": "signal", "signal_type": "transport_friction", "entity_id": "ari", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context behind the local base, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "spa_license_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 96, "weight": 0.06, "contribution": 5.76, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 92, "weight": 0.04, "contribution": 3.68, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 55, "weight": 0.05, "contribution": 2.75, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset around the stay zone or its parent destination, useful as last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 87, "weight": 0.05, "contribution": 4.35, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context around the stay zone or its parent destination, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 97, "weight": 0.1, "contribution": 9.7, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support around the local base, not live train headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 88, "weight": 0.06, "contribution": 5.28, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint around Bangkok hotel-base entities, useful as a fallback and last-mile layer rather than live bus operations truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 82, "weight": 0.06, "contribution": 4.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 44, "weight": 0.08, "contribution": 3.52, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "ari", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 63, "weight": 0.16, "contribution": 10.08, "source": "decision", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 79, "weight": 0.04, "contribution": 3.16, "source": "blueprint", "signal_type": null, "entity_id": "ari", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 53, "note": "Component scores spread by 53 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "civic_friction" ], "source_summary": "40 joined sources support this decision.", "path": "/entities/ari/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:40:00.000Z" }, "route_check": { "decision_id": "route_bangkok-ayutthaya-kanchanaburi", "decision_type": "route_check", "subject_id": "bangkok-ayutthaya-kanchanaburi", "subject_name": "Bangkok -> Ayutthaya -> Kanchanaburi", "subject_type": "route", "score": 67, "component_score": 73.3, "penalty_points": 6, "confidence": "Medium", "label": "mixed", "recommendation": "Bangkok -> Ayutthaya -> Kanchanaburi is a cautious route shape right now.", "best_for": "Easy central-Thai culture loop with lower airport dependence.", "avoid_if": "You only have a rushed long weekend and hate transfers.", "check_first": [ "heat exposure", "road and rail comfort", "whether Kanchanaburi is actually worth the detour for this trip shape" ], "next_action": "Use Bangkok as the base and decide whether both side trips really belong in the same short window.", "pivot": "Drop Kanchanaburi first if the loop starts to feel too transfer-heavy.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 19, "available_components": 19, "live_components": 16, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_average", "label": "Destination fit average", "score": 62, "weight": 0.34, "contribution": 21.08, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Average destination strength across the route chain." }, { "key": "weakest_destination", "label": "Weakest destination leg", "score": 59, "weight": 0.18, "contribution": 10.62, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "No weakest destination leg was available, so the route uses the average destination score.", "note": "" }, { "key": "transport_average", "label": "Transport friction average", "score": 77.75, "weight": 0.16, "contribution": 12.44, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.08, "contribution": 7.04, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context across overland route legs, not live speed, queue, lane, or incident truth." }, { "key": "rain_average", "label": "Rain fit average", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 60, "weight": 0.1, "contribution": 6, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context on flight-dependent legs, not airline on-time performance." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 74.33333333333333, "weight": 0.08, "contribution": 5.95, "source": "signal", "signal_type": "rail_feasibility", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public rail-support structure across the route chain, not live train seat, timetable, or disruption truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 83.33333333333333, "weight": 0.06, "contribution": 5, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 84.5, "weight": 0.04, "contribution": 3.38, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support across the route chain for overland route-search confidence, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context across the route chain, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT GPS and Taxi OK regulated-taxi oversight, complaint, and station-search support across the route chain, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 73, "weight": 0.03, "contribution": 2.19, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset, useful as route-level last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 88.5, "weight": 0.03, "contribution": 2.65, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context across Bangkok-linked route nodes, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 94.5, "weight": 0.05, "contribution": 4.73, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support on Bangkok-linked route nodes, not live headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 74, "weight": 0.04, "contribution": 2.96, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint on Bangkok-linked route nodes, useful as fallback urban bus support rather than live bus operations truth." }, { "key": "park_access_context", "label": "Park access context", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "park_access_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context across nature-heavy route legs, not live closure, ranger, capacity, or ticket truth." }, { "key": "node_confidence", "label": "Transfer-node confidence", "score": 97, "weight": 0.08, "contribution": 7.76, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "route_baseline", "label": "Route template baseline", "score": 65.25, "weight": 0.06, "contribution": 3.92, "source": "blueprint", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Route templates now act as low-weight route-shape hints instead of dominating the score." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Route contradiction penalty", "points": 6, "applied": true, "spread": 41, "note": "Component scores spread by 41 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "3 destination anchors and 1 transfer nodes support this route check.", "main_risk": "Regional disaster context is busy", "weakest_leg": "Kanchanaburi", "path": "/routes/bangkok-ayutthaya-kanchanaburi/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:52:38.613Z" }, "ferry_check": { "decision_id": "ferry_phuket-krabi-ferry", "decision_type": "ferry_check", "subject_id": "phuket-krabi-ferry", "subject_name": "Phuket <-> Krabi ferry check", "subject_type": "ferry_route", "score": 52, "component_score": 63.4, "penalty_points": 11, "confidence": "Medium", "label": "fragile", "recommendation": "Phuket <-> Krabi ferry check needs refund-friendly planning and a backup move.", "best_for": "Andaman travelers who want coast changes without overcommitting every day to boats.", "avoid_if": "Your hotel stack stops being useful when one boat slips.", "check_first": [ "live weather fit and ferry fragility", "last boat timing", "pier check-in and transfer burden" ], "next_action": "Keep the first island or coast hotel refundable until weather and pier timing feel solid.", "pivot": "Stay on Phuket and use road/day-trip logic if boats weaken.", "freshness_class": "acceptable", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 10, "available_components": 10, "live_components": 9, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_fit", "label": "Destination chain fit", "score": 54.5, "weight": 0.22, "contribution": 11.99, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "pier_confidence", "label": "Pier confidence", "score": 97, "weight": 0.14, "contribution": 13.58, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 60, "weight": 0.14, "contribution": 8.4, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "official_pier_support", "label": "Official pier support", "score": 90.66666666666667, "weight": 0.12, "contribution": 10.88, "source": "signal", "signal_type": "official_pier_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "berth_operability_context", "label": "Berth operability context", "score": 93.83333333333334, "weight": 0.1, "contribution": 9.38, "source": "signal", "signal_type": "berth_operability_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "ferry_fragility", "label": "Ferry fragility", "score": 55.666666666666664, "weight": 0.24, "contribution": 13.36, "source": "signal", "signal_type": "ferry_fragility", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "marine_warning_risk", "label": "Marine warning risk", "score": 34, "weight": 0.14, "contribution": 4.76, "source": "signal", "signal_type": "marine_warning_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_fit", "label": "Weather fit", "score": 44, "weight": 0.08, "contribution": 3.52, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "transport_stack", "label": "Transfer burden", "score": 60.666666666666664, "weight": 0.1, "contribution": 6.07, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "weakest_ferry_leg", "label": "Weakest ferry leg", "score": 54, "weight": 0.08, "contribution": 4.32, "source": "signal", "signal_type": "ferry_fragility", "entity_id": null, "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "acceptable", "points": 2, "applied": true, "note": "Freshness class is acceptable, so the engine applies a 2-point penalty." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Ferry contradiction penalty", "points": 9, "applied": true, "spread": 63, "note": "Component scores spread by 63 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "1 pier anchors and 2 island or coast anchors currently support this ferry check.", "main_risk": "Ferry fragility is elevated, so refund flexibility matters before you lock the island chain.", "path": "/ferries/phuket-krabi/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:52:38.613Z" }, "food_route": { "decision_id": "food_bangkok", "decision_type": "food_route", "subject_id": "bangkok", "subject_name": "Bangkok", "subject_type": "destination", "score": 73, "component_score": 79, "penalty_points": 6, "confidence": "Medium", "label": "good", "recommendation": "Bangkok is a good food-route pick right now.", "best_for": "First-trip range, Chinatown, rail-linked eating, and rainy-day fallback.", "avoid_if": "You want one quiet neighborhood to explain the whole city.", "check_first": [ "Check Air4Thai before heavy outdoor days.", "Choose a BTS/MRT-linked base before paying for a hotel." ], "next_action": "Choose the neighborhood first, then the named place.", "pivot": "Use malls, Chinatown, or BTS-linked zones when rain and heat stack.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 6, "available_components": 6, "live_components": 3, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_fit", "label": "Destination fit", "score": 63, "weight": 0.26, "contribution": 16.38, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "Destination decision missing; using conservative fallback.", "note": "" }, { "key": "local_confidence", "label": "Local source confidence", "score": 97, "weight": 0.16, "contribution": 15.52, "source": "signal", "signal_type": "source_confidence", "entity_id": "bangkok", "used_default": false, "default_reason": "Food-route source confidence missing; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.12, "contribution": 11.22, "source": "derived", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "bangkok", "used_default": false, "default_reason": "Food-route rain fit missing; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 86, "weight": 0.1, "contribution": 8.6, "source": "signal", "signal_type": "transport_friction", "entity_id": "bangkok", "used_default": false, "default_reason": "Food-route transport fit missing; using conservative fallback.", "note": "" }, { "key": "food_blueprint_baseline", "label": "Food blueprint baseline", "score": 90, "weight": 0.1, "contribution": 9, "source": "blueprint", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "Food blueprint seed missing; using destination score fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Food-route contradiction penalty", "points": 6, "applied": true, "spread": 41, "note": "Component scores spread by 41 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "19 joined sources support this decision.", "path": "/today/bangkok/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T15:51:33.917Z" }, "gold_buying_check": { "decision_id": "gold_bangkok", "decision_type": "gold_buying_check", "subject_id": "bangkok", "subject_name": "Bangkok / Yaowarat", "subject_type": "destination", "score": 88, "component_score": 87.6, "penalty_points": 0, "confidence": "Medium", "label": "strong", "recommendation": "Bangkok / Yaowarat is the strongest gold-buying context right now if you still compare multiple shops against the national quote.", "best_for": "Comparison shopping, dense shop clusters, clearer receipt and buyback expectations, and travelers who want the strongest public gold-buying context in Thailand.", "avoid_if": "You are treating the national reference quote like a guaranteed final shop price without checking workmanship, receipt detail, and buyback terms.", "check_first": [ "latest GTA bar and ornament quote", "receipt detail and buyback terms", "whether you want bar or ornament gold" ], "next_action": "Use the national GTA quote first, then compare multiple Yaowarat shops before paying.", "pivot": "Use Chiang Mai for regional convenience if the trip is not passing through Bangkok anyway.", "city_context": "Bangkok / Yaowarat", "entity_anchor_id": "yaowarat-gold-district", "entity_anchor_path": "/entities/yaowarat-gold-district/", "entity_anchor_name": "Yaowarat gold district", "reference_price": 64300, "reference_buy_price": 64100, "reference_unit": "THB per 1 baht-weight of 96.5% Thai gold", "updated_at": "2026-06-24T03:43:00.000Z", "fx_context": "Published GTA USD/THB context shows USD/THB around 33.38, intraday quote change +50 THB, and previous-day change -500 THB. GTA spot reference is 4,065. This is pricing context, not investment advice.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 5, "available_components": 5, "live_components": 4, "fallback_components": 1, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "national_reference", "label": "National GTA reference", "score": 86, "weight": 0.32, "contribution": 27.52, "source": "signal", "signal_type": "thai_gold_reference_price", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "" }, { "key": "fx_pressure", "label": "FX and quote pressure", "score": 82, "weight": 0.18, "contribution": 14.76, "source": "signal", "signal_type": "thai_gold_fx_pressure", "entity_id": "bangkok", "used_default": false, "default_reason": "Gold FX-pressure context missing; using conservative fallback.", "note": "" }, { "key": "city_friction", "label": "City buying friction", "score": 88, "weight": 0.28, "contribution": 24.64, "source": "signal", "signal_type": "thai_gold_buying_friction", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "" }, { "key": "source_confidence", "label": "Source confidence", "score": 97, "weight": 0.12, "contribution": 11.64, "source": "signal", "signal_type": "source_confidence", "entity_id": "bangkok", "used_default": false, "default_reason": "Source confidence missing; using conservative fallback.", "note": "" }, { "key": "city_baseline", "label": "City baseline", "score": 90, "weight": 0.1, "contribution": 9, "source": "blueprint", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Gold-buying contradiction penalty", "points": 0, "applied": false, "spread": 15, "note": "Component scores are not meaningfully contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "8 joined sources support this decision.", "path": "/gold/yaowarat-gold-shops/", "computed_at": "2026-06-24T03:51:19.382Z", "expires_at": "2026-06-24T11:51:33.917Z" } } }