{ "generated_at": "2026-06-24T02:15:12.974Z", "storage": { "mode": "persisted", "snapshot_kind": "decisions", "generated_at": "2026-06-24T02:15:12.974Z", "stored_at": "2026-06-24T02:16:27.798Z", "fresh": false }, "family": { "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." }, "decision_count": 12, "filters": { "destination": "all", "city": "all", "route": "all", "limit": "all" }, "rows": [ { "decision_id": "today_bangkok", "decision_type": "where_to_go_today", "subject_id": "bangkok", "subject_name": "Bangkok", "subject_type": "destination", "score": 65, "component_score": 74.2, "penalty_points": 9, "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": 31, "live_components": 30, "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": "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": 63, "weight": 0.012, "contribution": 0.76, "source": "signal", "signal_type": "civic_friction", "entity_id": "bangkok", "used_default": false, "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": 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": 51, "note": "Component scores spread by 51 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "47 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": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T08:15:23.481Z" }, { "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": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T08:15:23.481Z" }, { "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": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T08:00:00.000Z" }, { "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": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T08:15:23.481Z" }, { "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": 69.9, "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": 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": "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": "berth_operability_context", "label": "Berth operability context", "score": 66, "weight": 0.04, "contribution": 2.64, "source": "signal", "signal_type": "berth_operability_context", "entity_id": "koh-samui", "used_default": false, "default_reason": "", "note": "This is public Marine Department berth-surface movement evidence around a linked coastal anchor, not live ferry schedule, closure, queue, or seat truth." }, { "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": "21 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": "2026-06-24T02:15:12.974Z", "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": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T08:15:23.481Z" }, { "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": 69.3, "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": 19, "available_components": 18, "live_components": 17, "fallback_components": 1, "defaulted_components": 1, "coverage_ratio": 0.947 }, "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": "berth_operability_context", "label": "Berth operability context", "score": 66, "weight": 0.04, "contribution": 2.64, "source": "signal", "signal_type": "berth_operability_context", "entity_id": "koh-phangan", "used_default": false, "default_reason": "", "note": "This is public Marine Department berth-surface movement evidence around a linked coastal anchor, not live ferry schedule, closure, queue, or seat truth." }, { "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": "15 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": "2026-06-24T02:15:12.974Z", "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": 57, "component_score": 67.8, "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": 29, "available_components": 28, "live_components": 27, "fallback_components": 1, "defaulted_components": 1, "coverage_ratio": 0.966 }, "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": "berth_operability_context", "label": "Berth operability context", "score": 82, "weight": 0.04, "contribution": 3.28, "source": "signal", "signal_type": "berth_operability_context", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is public Marine Department berth-surface movement evidence around a linked coastal anchor, not live ferry schedule, closure, queue, or seat truth." }, { "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": "28 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": "2026-06-24T02:15:12.974Z", "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": 55, "component_score": 67.6, "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": 52, "weight": 0.22, "contribution": 11.44, "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": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T08:00:00.000Z" }, { "decision_id": "today_krabi", "decision_type": "where_to_go_today", "subject_id": "krabi", "subject_name": "Krabi", "subject_type": "destination", "score": 54, "component_score": 66.5, "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": 25, "available_components": 23, "live_components": 22, "fallback_components": 1, "defaulted_components": 2, "coverage_ratio": 0.92 }, "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": "berth_operability_context", "label": "Berth operability context", "score": 82, "weight": 0.04, "contribution": 3.28, "source": "signal", "signal_type": "berth_operability_context", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is public Marine Department berth-surface movement evidence around a linked coastal anchor, not live ferry schedule, closure, queue, or seat truth." }, { "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": "22 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": "2026-06-24T02:15:12.974Z", "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": 70.3, "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": 23, "available_components": 17, "live_components": 16, "fallback_components": 1, "defaulted_components": 6, "coverage_ratio": 0.739 }, "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": "berth_operability_context", "label": "Berth operability context", "score": 66, "weight": 0.04, "contribution": 2.64, "source": "signal", "signal_type": "berth_operability_context", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "This is public Marine Department berth-surface movement evidence around a linked coastal anchor, not live ferry schedule, closure, queue, or seat truth." }, { "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": "22 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": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T08:15:23.481Z" }, { "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": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T08:15:23.481Z" } ] }