{ "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": "where-to-stay", "name": "Where to stay", "decisionType": "where_to_stay", "status": "active", "endpoint": "/api/decisions/where-to-stay", "note": "Ranks hotel-area entities using comfort, source confidence, parent-destination resilience, airport-ground-access support, official airport pickup-rule context, airport board-surface support, airport-scale context, airport environmental-support context, rail-support context, and official rail presence where they materially affect the stay.", "output": "Best current hotel bases and who they fit." }, "decision_count": 17, "filters": { "destination": "all", "city": "all", "route": "all", "limit": "all" }, "rows": [ { "decision_id": "stay_silom-sathorn", "decision_type": "where_to_stay", "subject_id": "silom-sathorn", "subject_name": "Silom / Sathorn", "subject_type": "hotel_area", "parent_destination_id": "bangkok", "parent_destination_name": "Bangkok", "score": 72, "component_score": 80.7, "penalty_points": 9, "confidence": "High", "label": "good", "recommendation": "Silom / Sathorn is a good current hotel base.", "best_for": "Balanced city stays, dinners, queer nightlife, and rail access without full Sukhumvit intensity.", "avoid_if": "You want river mood or a low-rise slower city feel.", "check_first": [ "Make sure the hotel is actually station-adjacent.", "Use this zone when you want balanced evenings rather than constant nightlife.", "Treat Silom and Sathorn as different micro-feels, not one flat blob." ], "next_action": "Verify the exact BTS or MRT walking distance before paying.", "pivot": "Use Riverside / Old Town for culture-first days.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 27, "available_components": 27, "live_components": 24, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 50, "weight": 0.12, "contribution": 6, "source": "signal", "signal_type": "noise_risk", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "civic_friction", "label": "Civic friction", "score": 60, "weight": 0.08, "contribution": 4.8, "source": "signal", "signal_type": "civic_friction", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "No local or parent civic-friction signal; using conservative fallback.", "note": "Civic friction is only weighted where Bangkok district complaint statistics can inform hotel-area fit." }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 85, "weight": 0.14, "contribution": 11.9, "source": "signal", "signal_type": "transport_friction", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context behind the local base, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 90, "weight": 0.04, "contribution": 3.6, "source": "signal", "signal_type": "spa_license_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 96, "weight": 0.06, "contribution": 5.76, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 92, "weight": 0.04, "contribution": 3.68, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 64, "weight": 0.05, "contribution": 3.2, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset around the stay zone or its parent destination, useful as last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context around the stay zone or its parent destination, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 98, "weight": 0.1, "contribution": 9.8, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support around the local base, not live train headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 62, "weight": 0.06, "contribution": 3.72, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint around Bangkok hotel-base entities, useful as a fallback and last-mile layer rather than live bus operations truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 82, "weight": 0.06, "contribution": 4.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 44, "weight": 0.08, "contribution": 3.52, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "silom-sathorn", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 65, "weight": 0.16, "contribution": 10.4, "source": "decision", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 84, "weight": 0.04, "contribution": 3.36, "source": "blueprint", "signal_type": null, "entity_id": "silom-sathorn", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 54, "note": "Component scores spread by 54 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "41 joined sources support this decision.", "path": "/entities/silom-sathorn/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:15:23.481Z" }, { "decision_id": "stay_ari", "decision_type": "where_to_stay", "subject_id": "ari", "subject_name": "Ari", "subject_type": "hotel_area", "parent_destination_id": "bangkok", "parent_destination_name": "Bangkok", "score": 72, "component_score": 80.7, "penalty_points": 9, "confidence": "High", "label": "good", "recommendation": "Ari is a good current hotel base.", "best_for": "Repeat visitors, calmer mornings, cafes, and BTS-linked Bangkok without peak nightlife pressure.", "avoid_if": "You want the fastest first-timer checklist base or temple-heavy days every morning.", "check_first": [ "Use Ari when the trip wants calmer mornings and fewer nightlife penalties.", "Keep temple-heavy or river-heavy days separate instead of forcing cross-city hops.", "Choose a truly BTS-linked hotel rather than a loose district label." ], "next_action": "Choose a truly BTS-linked hotel and keep the trip in a smaller Bangkok orbit.", "pivot": "Use Sukhumvit or Silom / Sathorn if the trip becomes more transit-heavy or nightlife-heavy.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 27, "available_components": 27, "live_components": 24, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "ari", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "ari", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 50, "weight": 0.12, "contribution": 6, "source": "signal", "signal_type": "noise_risk", "entity_id": "ari", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "civic_friction", "label": "Civic friction", "score": 45, "weight": 0.08, "contribution": 3.6, "source": "signal", "signal_type": "civic_friction", "entity_id": "ari", "used_default": false, "default_reason": "No local or parent civic-friction signal; using conservative fallback.", "note": "Civic friction is only weighted where Bangkok district complaint statistics can inform hotel-area fit." }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "ari", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 86, "weight": 0.14, "contribution": 12.04, "source": "signal", "signal_type": "transport_friction", "entity_id": "ari", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context behind the local base, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "spa_license_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 96, "weight": 0.06, "contribution": 5.76, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 92, "weight": 0.04, "contribution": 3.68, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 55, "weight": 0.05, "contribution": 2.75, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset around the stay zone or its parent destination, useful as last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 87, "weight": 0.05, "contribution": 4.35, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context around the stay zone or its parent destination, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 97, "weight": 0.1, "contribution": 9.7, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support around the local base, not live train headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 88, "weight": 0.06, "contribution": 5.28, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": "ari", "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint around Bangkok hotel-base entities, useful as a fallback and last-mile layer rather than live bus operations truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 82, "weight": 0.06, "contribution": 4.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 44, "weight": 0.08, "contribution": 3.52, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "ari", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 65, "weight": 0.16, "contribution": 10.4, "source": "decision", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 79, "weight": 0.04, "contribution": 3.16, "source": "blueprint", "signal_type": null, "entity_id": "ari", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 53, "note": "Component scores spread by 53 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "41 joined sources support this decision.", "path": "/entities/ari/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:00:00.000Z" }, { "decision_id": "stay_sukhumvit", "decision_type": "where_to_stay", "subject_id": "sukhumvit", "subject_name": "Sukhumvit", "subject_type": "hotel_area", "parent_destination_id": "bangkok", "parent_destination_name": "Bangkok", "score": 71, "component_score": 80.4, "penalty_points": 9, "confidence": "High", "label": "mixed", "recommendation": "Sukhumvit is a good current hotel base.", "best_for": "First-timers, late dinners, malls, rail access, and flexible city days.", "avoid_if": "You are sleep-sensitive or want temple-first city texture.", "check_first": [ "Choose a station-linked hotel, not just a Sukhumvit address.", "Accept the noise tradeoff if nightlife is the point.", "Do not use Sukhumvit if the trip is really a temple-first Old Town visit." ], "next_action": "Choose a station-adjacent hotel, not just a Sukhumvit address.", "pivot": "Move to Silom / Sathorn for a calmer balanced base.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 27, "available_components": 27, "live_components": 24, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "sukhumvit", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 50, "weight": 0.12, "contribution": 6, "source": "signal", "signal_type": "noise_risk", "entity_id": "sukhumvit", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "civic_friction", "label": "Civic friction", "score": 51, "weight": 0.08, "contribution": 4.08, "source": "signal", "signal_type": "civic_friction", "entity_id": "sukhumvit", "used_default": false, "default_reason": "No local or parent civic-friction signal; using conservative fallback.", "note": "Civic friction is only weighted where Bangkok district complaint statistics can inform hotel-area fit." }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "sukhumvit", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 86, "weight": 0.14, "contribution": 12.04, "source": "signal", "signal_type": "transport_friction", "entity_id": "sukhumvit", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context behind the local base, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 92, "weight": 0.04, "contribution": 3.68, "source": "signal", "signal_type": "spa_license_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 96, "weight": 0.06, "contribution": 5.76, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 88, "weight": 0.04, "contribution": 3.52, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 75, "weight": 0.05, "contribution": 3.75, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset around the stay zone or its parent destination, useful as last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 74, "weight": 0.05, "contribution": 3.7, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context around the stay zone or its parent destination, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 98, "weight": 0.1, "contribution": 9.8, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support around the local base, not live train headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 62, "weight": 0.06, "contribution": 3.72, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": "sukhumvit", "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint around Bangkok hotel-base entities, useful as a fallback and last-mile layer rather than live bus operations truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 82, "weight": 0.06, "contribution": 4.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 44, "weight": 0.08, "contribution": 3.52, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "sukhumvit", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 65, "weight": 0.16, "contribution": 10.4, "source": "decision", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 85, "weight": 0.04, "contribution": 3.4, "source": "blueprint", "signal_type": null, "entity_id": "sukhumvit", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 54, "note": "Component scores spread by 54 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "41 joined sources support this decision.", "path": "/entities/sukhumvit/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:15:23.481Z" }, { "decision_id": "stay_riverside-old-town", "decision_type": "where_to_stay", "subject_id": "riverside-old-town", "subject_name": "Riverside / Old Town", "subject_type": "hotel_area", "parent_destination_id": "bangkok", "parent_destination_name": "Bangkok", "score": 71, "component_score": 80.1, "penalty_points": 9, "confidence": "High", "label": "mixed", "recommendation": "Riverside / Old Town is a good current hotel base.", "best_for": "Temple, ferry, and old-city texture with slower evenings.", "avoid_if": "You expect the easiest rail movement in the city.", "check_first": [ "Use riverside when the trip is truly temple and river-first.", "Accept slightly weaker rail logic.", "Do not combine this base with nonstop cross-city nightlife plans." ], "next_action": "Use this base only if temples and the river are truly the point.", "pivot": "Switch to Sukhumvit or Silom if the plan turns transit-heavy.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 27, "available_components": 27, "live_components": 24, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 50, "weight": 0.12, "contribution": 6, "source": "signal", "signal_type": "noise_risk", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "civic_friction", "label": "Civic friction", "score": 60, "weight": 0.08, "contribution": 4.8, "source": "signal", "signal_type": "civic_friction", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "No local or parent civic-friction signal; using conservative fallback.", "note": "Civic friction is only weighted where Bangkok district complaint statistics can inform hotel-area fit." }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 82, "weight": 0.14, "contribution": 11.48, "source": "signal", "signal_type": "transport_friction", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context behind the local base, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "spa_license_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 96, "weight": 0.06, "contribution": 5.76, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 92, "weight": 0.04, "contribution": 3.68, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 61, "weight": 0.05, "contribution": 3.05, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset around the stay zone or its parent destination, useful as last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 89, "weight": 0.05, "contribution": 4.45, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context around the stay zone or its parent destination, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 85, "weight": 0.1, "contribution": 8.5, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support around the local base, not live train headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 70, "weight": 0.06, "contribution": 4.2, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint around Bangkok hotel-base entities, useful as a fallback and last-mile layer rather than live bus operations truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 82, "weight": 0.06, "contribution": 4.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "bangkok", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 44, "weight": 0.08, "contribution": 3.52, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "riverside-old-town", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 65, "weight": 0.16, "contribution": 10.4, "source": "decision", "signal_type": null, "entity_id": "bangkok", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 77, "weight": 0.04, "contribution": 3.08, "source": "blueprint", "signal_type": null, "entity_id": "riverside-old-town", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 53, "note": "Component scores spread by 53 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "42 joined sources support this decision.", "path": "/entities/riverside-old-town/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:15:23.481Z" }, { "decision_id": "stay_nimman", "decision_type": "where_to_stay", "subject_id": "nimman", "subject_name": "Nimman", "subject_type": "hotel_area", "parent_destination_id": "chiang-mai", "parent_destination_name": "Chiang Mai", "score": 68, "component_score": 76.9, "penalty_points": 9, "confidence": "High", "label": "mixed", "recommendation": "Nimman needs a more intentional fit before you book it.", "best_for": "Longer Chiang Mai stays, cafes, comfort, and coworking rhythm.", "avoid_if": "You want temple density right outside the hotel or AQI is bad enough to sink the city.", "check_first": [ "Choose Nimman when comfort and cafes matter more than temple density.", "Keep Old City as the culture pivot.", "Let AQI outrank the hotel pool." ], "next_action": "Let PM2.5 outrank the hotel pool before you commit.", "pivot": "Use Old City for a shorter temple-first stay.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 21, "available_components": 21, "live_components": 18, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "nimman", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 88, "weight": 0.12, "contribution": 10.56, "source": "signal", "signal_type": "noise_risk", "entity_id": "nimman", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "nimman", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 63, "weight": 0.14, "contribution": 8.82, "source": "signal", "signal_type": "transport_friction", "entity_id": "nimman", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 82, "weight": 0.04, "contribution": 3.28, "source": "signal", "signal_type": "spa_license_support", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 37, "weight": 0.06, "contribution": 2.22, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 72, "weight": 0.04, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 92, "weight": 0.05, "contribution": 4.6, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "nimman", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 41, "weight": 0.06, "contribution": 2.46, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.05, "contribution": 2.1, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 50, "weight": 0.04, "contribution": 2, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "nimman", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 65, "weight": 0.16, "contribution": 10.4, "source": "decision", "signal_type": null, "entity_id": "chiang-mai", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 80, "weight": 0.04, "contribution": 3.2, "source": "blueprint", "signal_type": null, "entity_id": "nimman", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 60, "note": "Component scores spread by 60 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "25 joined sources support this decision.", "path": "/entities/nimman/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:00:00.000Z" }, { "decision_id": "stay_old-city-chiang-mai", "decision_type": "where_to_stay", "subject_id": "old-city-chiang-mai", "subject_name": "Old City Chiang Mai", "subject_type": "hotel_area", "parent_destination_id": "chiang-mai", "parent_destination_name": "Chiang Mai", "score": 68, "component_score": 77, "penalty_points": 9, "confidence": "High", "label": "mixed", "recommendation": "Old City Chiang Mai needs a more intentional fit before you book it.", "best_for": "First Chiang Mai stays, temples, markets, and compact food walks when AQI is acceptable.", "avoid_if": "PM2.5 is high or you want coworking and comfort more than heritage mood.", "check_first": [ "Use Old City when temple density and walkable food matter more than coworking comfort.", "Let PM2.5 outrank the charm of a heritage hotel.", "Switch to Nimman when comfort and indoor backup become the real need." ], "next_action": "Let AQI outrank the hotel charm, then choose a walkable lane inside or just outside the old walls.", "pivot": "Use Nimman if comfort and indoor backup become more important than temple density.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 21, "available_components": 21, "live_components": 18, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 88, "weight": 0.12, "contribution": 10.56, "source": "signal", "signal_type": "noise_risk", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 64, "weight": 0.14, "contribution": 8.96, "source": "signal", "signal_type": "transport_friction", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 84, "weight": 0.04, "contribution": 3.36, "source": "signal", "signal_type": "spa_license_support", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 43, "weight": 0.06, "contribution": 2.58, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 80, "weight": 0.05, "contribution": 4, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 68, "weight": 0.04, "contribution": 2.72, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 91, "weight": 0.05, "contribution": 4.55, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 41, "weight": 0.06, "contribution": 2.46, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.05, "contribution": 2.1, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 50, "weight": 0.04, "contribution": 2, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "chiang-mai", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 65, "weight": 0.16, "contribution": 10.4, "source": "decision", "signal_type": null, "entity_id": "chiang-mai", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 82, "weight": 0.04, "contribution": 3.28, "source": "blueprint", "signal_type": null, "entity_id": "old-city-chiang-mai", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 56, "note": "Component scores spread by 56 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "25 joined sources support this decision.", "path": "/entities/old-city-chiang-mai/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:15:23.481Z" }, { "decision_id": "stay_bophut-fishermans-village", "decision_type": "where_to_stay", "subject_id": "bophut-fishermans-village", "subject_name": "Bophut / Fisherman's Village", "subject_type": "hotel_area", "parent_destination_id": "koh-samui", "parent_destination_name": "Koh Samui", "score": 64, "component_score": 74.8, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Bophut / Fisherman's Village needs a more intentional fit before you book it.", "best_for": "Balanced Samui comfort, families, and evening walks without maximum party energy.", "avoid_if": "You need Samui only as a launchpad for a fragile island chain.", "check_first": [ "Use Bophut when you want Samui to be the stable base.", "Keep Chaweng only for bigger nightlife needs.", "Do not chain extra boats without checking the weather stack." ], "next_action": "Keep Samui itself as the stable base before adding extra ferries.", "pivot": "Use Bangkok if the transfer stack becomes the whole problem.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 16, "available_components": 15, "live_components": 12, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.938 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 66, "weight": 0.12, "contribution": 7.92, "source": "derived", "signal_type": "noise_risk", "entity_id": "bophut-fishermans-village", "used_default": true, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 61, "weight": 0.14, "contribution": 8.54, "source": "signal", "signal_type": "transport_friction", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 84, "weight": 0.04, "contribution": 3.36, "source": "signal", "signal_type": "spa_license_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 84, "weight": 0.05, "contribution": 4.2, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 68, "weight": 0.05, "contribution": 3.4, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 58, "weight": 0.04, "contribution": 2.32, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 77, "weight": 0.04, "contribution": 3.08, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 22, "weight": 0.04, "contribution": 0.88, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 90, "weight": 0.05, "contribution": 4.5, "source": "signal", "signal_type": "official_pier_support", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 59, "weight": 0.16, "contribution": 9.44, "source": "decision", "signal_type": null, "entity_id": "koh-samui", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 80, "weight": 0.04, "contribution": 3.2, "source": "blueprint", "signal_type": null, "entity_id": "bophut-fishermans-village", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 75, "note": "Component scores spread by 75 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort" ], "source_summary": "17 joined sources support this decision.", "path": "/entities/bophut-fishermans-village/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_chaweng", "decision_type": "where_to_stay", "subject_id": "chaweng", "subject_name": "Chaweng", "subject_type": "hotel_area", "parent_destination_id": "koh-samui", "parent_destination_name": "Koh Samui", "score": 64, "component_score": 74.6, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Chaweng needs a more intentional fit before you book it.", "best_for": "Short Samui stays, nightlife, hotel choice, and airport convenience.", "avoid_if": "Quiet sleep matters more than service density.", "check_first": [ "Choose Chaweng when service density and evening energy matter more than quiet sleep.", "Do not overpay for Chaweng if the trip is really a calm beach reset.", "Keep Bophut or Lamai visible as the softer pivot." ], "next_action": "Choose Chaweng only when the trip really wants energy and easy services close by.", "pivot": "Use Bophut or Lamai when Samui needs a softer base.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 16, "available_components": 15, "live_components": 12, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.938 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "chaweng", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 66, "weight": 0.12, "contribution": 7.92, "source": "derived", "signal_type": "noise_risk", "entity_id": "chaweng", "used_default": true, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "chaweng", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 62, "weight": 0.14, "contribution": 8.68, "source": "signal", "signal_type": "transport_friction", "entity_id": "chaweng", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 82, "weight": 0.04, "contribution": 3.28, "source": "signal", "signal_type": "spa_license_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 84, "weight": 0.05, "contribution": 4.2, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 62, "weight": 0.05, "contribution": 3.1, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 54, "weight": 0.04, "contribution": 2.16, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 77, "weight": 0.04, "contribution": 3.08, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 25, "weight": 0.04, "contribution": 1, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 90, "weight": 0.05, "contribution": 4.5, "source": "signal", "signal_type": "official_pier_support", "entity_id": "chaweng", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "chaweng", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 59, "weight": 0.16, "contribution": 9.44, "source": "decision", "signal_type": null, "entity_id": "koh-samui", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 78, "weight": 0.04, "contribution": 3.12, "source": "blueprint", "signal_type": null, "entity_id": "chaweng", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 72, "note": "Component scores spread by 72 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort" ], "source_summary": "17 joined sources support this decision.", "path": "/entities/chaweng/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_lamai", "decision_type": "where_to_stay", "subject_id": "lamai", "subject_name": "Lamai", "subject_type": "hotel_area", "parent_destination_id": "koh-samui", "parent_destination_name": "Koh Samui", "score": 64, "component_score": 74.5, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Lamai needs a more intentional fit before you book it.", "best_for": "Middle-ground Samui beach stays with softer pacing than Chaweng.", "avoid_if": "You want the widest service density or the quietest north-coast retreat.", "check_first": [ "Use Lamai when the trip wants a calmer beach base without losing all convenience.", "Do not assume Lamai solves island-wide transfer friction by itself.", "Keep Bophut visible when evening walks and food matter more than beach time." ], "next_action": "Use Lamai when beach comfort and readable evenings matter more than maximum nightlife.", "pivot": "Use Bophut for a more balanced food-and-family base.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 16, "available_components": 15, "live_components": 12, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.938 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "lamai", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 66, "weight": 0.12, "contribution": 7.92, "source": "derived", "signal_type": "noise_risk", "entity_id": "lamai", "used_default": true, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": "lamai", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 62, "weight": 0.14, "contribution": 8.68, "source": "signal", "signal_type": "transport_friction", "entity_id": "lamai", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 80, "weight": 0.04, "contribution": 3.2, "source": "signal", "signal_type": "spa_license_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 84, "weight": 0.05, "contribution": 4.2, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 62, "weight": 0.05, "contribution": 3.1, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 54, "weight": 0.04, "contribution": 2.16, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 77, "weight": 0.04, "contribution": 3.08, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 25, "weight": 0.04, "contribution": 1, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 90, "weight": 0.05, "contribution": 4.5, "source": "signal", "signal_type": "official_pier_support", "entity_id": "lamai", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 86, "weight": 0.08, "contribution": 6.88, "source": "signal", "signal_type": "flood_water_risk", "entity_id": "lamai", "used_default": false, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 59, "weight": 0.16, "contribution": 9.44, "source": "decision", "signal_type": null, "entity_id": "koh-samui", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 79, "weight": 0.04, "contribution": 3.16, "source": "blueprint", "signal_type": null, "entity_id": "lamai", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 72, "note": "Component scores spread by 72 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort" ], "source_summary": "17 joined sources support this decision.", "path": "/entities/lamai/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_kata-karon", "decision_type": "where_to_stay", "subject_id": "kata-karon", "subject_name": "Kata / Karon", "subject_type": "hotel_area", "parent_destination_id": "phuket", "parent_destination_name": "Phuket", "score": 63, "component_score": 73.7, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Kata / Karon needs a more intentional fit before you book it.", "best_for": "Balanced Phuket beach stays, families, and manageable services.", "avoid_if": "You want nightlife density or the freedom to ignore coast conditions.", "check_first": [ "Use Kata / Karon when first-beach simplicity matters.", "Do not assume all Phuket beaches behave the same.", "Use Old Town as the rain and food fallback." ], "next_action": "Use Old Town as the rain and food fallback before locking the beach.", "pivot": "Switch to Phuket Old Town or a different coast if beach conditions weaken.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 22, "available_components": 21, "live_components": 18, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.955 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "kata-karon", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 74, "weight": 0.12, "contribution": 8.88, "source": "signal", "signal_type": "noise_risk", "entity_id": "kata-karon", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": "kata-karon", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 60, "weight": 0.14, "contribution": 8.4, "source": "signal", "signal_type": "transport_friction", "entity_id": "kata-karon", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 80, "weight": 0.04, "contribution": 3.2, "source": "signal", "signal_type": "spa_license_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 78, "weight": 0.05, "contribution": 3.9, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 77, "weight": 0.04, "contribution": 3.08, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 85, "weight": 0.04, "contribution": 3.4, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 48, "weight": 0.04, "contribution": 1.92, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 92, "weight": 0.05, "contribution": 4.6, "source": "signal", "signal_type": "official_pier_support", "entity_id": "kata-karon", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 32, "weight": 0.06, "contribution": 1.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.05, "contribution": 2.1, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 63, "weight": 0.04, "contribution": 2.52, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "kata-karon", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 57, "weight": 0.16, "contribution": 9.12, "source": "decision", "signal_type": null, "entity_id": "phuket", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 81, "weight": 0.04, "contribution": 3.24, "source": "blueprint", "signal_type": null, "entity_id": "kata-karon", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 65, "note": "Component scores spread by 65 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "water_fit" ], "source_summary": "23 joined sources support this decision.", "path": "/entities/kata-karon/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_patong", "decision_type": "where_to_stay", "subject_id": "patong", "subject_name": "Patong", "subject_type": "hotel_area", "parent_destination_id": "phuket", "parent_destination_name": "Phuket", "score": 63, "component_score": 73.5, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Patong needs a more intentional fit before you book it.", "best_for": "Nightlife, service density, short stays, and beach trips where convenience matters more than quiet.", "avoid_if": "You are noise-sensitive or want a calmer family beach base.", "check_first": [ "Choose Patong only when nightlife, services, or short-stay convenience are really the point.", "Do not pay Patong prices for a quiet family beach trip.", "Keep Old Town or Kata / Karon visible as the calmer pivot." ], "next_action": "Use Patong only when the energy and late return convenience are worth the tradeoff.", "pivot": "Use Kata / Karon or Phuket Old Town if sleep, food, or rain-backup logic becomes more important.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 22, "available_components": 21, "live_components": 18, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.955 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "patong", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "patong", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 74, "weight": 0.12, "contribution": 8.88, "source": "signal", "signal_type": "noise_risk", "entity_id": "patong", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": "patong", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 62, "weight": 0.14, "contribution": 8.68, "source": "signal", "signal_type": "transport_friction", "entity_id": "patong", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 78, "weight": 0.04, "contribution": 3.12, "source": "signal", "signal_type": "spa_license_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 72, "weight": 0.05, "contribution": 3.6, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 73, "weight": 0.04, "contribution": 2.92, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 85, "weight": 0.04, "contribution": 3.4, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 48, "weight": 0.04, "contribution": 1.92, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 92, "weight": 0.05, "contribution": 4.6, "source": "signal", "signal_type": "official_pier_support", "entity_id": "patong", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 32, "weight": 0.06, "contribution": 1.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.05, "contribution": 2.1, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 63, "weight": 0.04, "contribution": 2.52, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "patong", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 57, "weight": 0.16, "contribution": 9.12, "source": "decision", "signal_type": null, "entity_id": "phuket", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 78, "weight": 0.04, "contribution": 3.12, "source": "blueprint", "signal_type": null, "entity_id": "patong", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 65, "note": "Component scores spread by 65 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "water_fit" ], "source_summary": "23 joined sources support this decision.", "path": "/entities/patong/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_phuket-old-town", "decision_type": "where_to_stay", "subject_id": "phuket-old-town", "subject_name": "Phuket Old Town", "subject_type": "hotel_area", "parent_destination_id": "phuket", "parent_destination_name": "Phuket", "score": 63, "component_score": 73.8, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Phuket Old Town needs a more intentional fit before you book it.", "best_for": "Food-first Phuket, rain backup, cafes, architecture, and town-based slower stays.", "avoid_if": "You expect a beach outside the room every morning.", "check_first": [ "Use Old Town when weather, food, or architecture outranks waking up by the beach.", "Do not confuse a stylish town hotel with a beach holiday base.", "Keep Patong or Kata / Karon visible when the trip is still beach-first." ], "next_action": "Treat Old Town as a weather and food base, not a hidden beach hack.", "pivot": "Use Kata / Karon or Patong if the trip stays beach-first.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 22, "available_components": 21, "live_components": 18, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.955 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 74, "weight": 0.12, "contribution": 8.88, "source": "signal", "signal_type": "noise_risk", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 62, "weight": 0.14, "contribution": 8.68, "source": "signal", "signal_type": "transport_friction", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 82, "weight": 0.04, "contribution": 3.28, "source": "signal", "signal_type": "spa_license_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 72, "weight": 0.05, "contribution": 3.6, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 73, "weight": 0.04, "contribution": 2.92, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 85, "weight": 0.04, "contribution": 3.4, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 48, "weight": 0.04, "contribution": 1.92, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "official_pier_support", "entity_id": "phuket-old-town", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 32, "weight": 0.06, "contribution": 1.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.05, "contribution": 2.1, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 63, "weight": 0.04, "contribution": 2.52, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "phuket-old-town", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 57, "weight": 0.16, "contribution": 9.12, "source": "decision", "signal_type": null, "entity_id": "phuket", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 79, "weight": 0.04, "contribution": 3.16, "source": "blueprint", "signal_type": null, "entity_id": "phuket-old-town", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 65, "note": "Component scores spread by 65 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "water_fit" ], "source_summary": "23 joined sources support this decision.", "path": "/entities/phuket-old-town/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:15:23.481Z" }, { "decision_id": "stay_rawai-nai-harn", "decision_type": "where_to_stay", "subject_id": "rawai-nai-harn", "subject_name": "Rawai / Nai Harn", "subject_type": "hotel_area", "parent_destination_id": "phuket", "parent_destination_name": "Phuket", "score": 62, "component_score": 73.5, "penalty_points": 11, "confidence": "High", "label": "mixed", "recommendation": "Rawai / Nai Harn needs a more intentional fit before you book it.", "best_for": "Longer Phuket stays, villas, south-coast pacing, and quieter beach routines.", "avoid_if": "You need low-friction movement around the whole island.", "check_first": [ "Use Rawai / Nai Harn when longer, slower south-coast days are the real goal.", "Do not assume a cheaper villa beats a better-located first-timer base.", "Keep Phuket Old Town or Kata / Karon as the lower-friction fallback." ], "next_action": "Accept the transfer burden before paying for a bigger room or villa.", "pivot": "Use Kata / Karon for a cleaner first-timer base or Old Town when weather weakens.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 22, "available_components": 21, "live_components": 18, "fallback_components": 4, "defaulted_components": 1, "coverage_ratio": 0.955 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 74, "weight": 0.12, "contribution": 8.88, "source": "signal", "signal_type": "noise_risk", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 62, "weight": 0.14, "contribution": 8.68, "source": "signal", "signal_type": "transport_friction", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 78, "weight": 0.04, "contribution": 3.12, "source": "signal", "signal_type": "spa_license_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 72, "weight": 0.05, "contribution": 3.6, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 73, "weight": 0.04, "contribution": 2.92, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 85, "weight": 0.04, "contribution": 3.4, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 48, "weight": 0.04, "contribution": 1.92, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 92, "weight": 0.05, "contribution": 4.6, "source": "signal", "signal_type": "official_pier_support", "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 32, "weight": 0.06, "contribution": 1.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 42, "weight": 0.05, "contribution": 2.1, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context behind the stay decision, not live queue, ETA, or inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 63, "weight": 0.04, "contribution": 2.52, "source": "signal", "signal_type": "airport_scale_context", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context behind the main airport anchor, not live delay, queue, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": "phuket", "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context behind the stay decision, not live measured sound-level truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "rawai-nai-harn", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 57, "weight": 0.16, "contribution": 9.12, "source": "decision", "signal_type": null, "entity_id": "phuket", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 76, "weight": 0.04, "contribution": 3.04, "source": "blueprint", "signal_type": null, "entity_id": "rawai-nai-harn", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 1, "points": 2, "applied": true, "note": "1 component(s) used fallback defaults, so the engine applies a 2-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 65, "note": "Component scores spread by 65 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "water_fit" ], "source_summary": "23 joined sources support this decision.", "path": "/entities/rawai-nai-harn/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_ao-nang", "decision_type": "where_to_stay", "subject_id": "ao-nang", "subject_name": "Ao Nang", "subject_type": "hotel_area", "parent_destination_id": "krabi", "parent_destination_name": "Krabi", "score": 59, "component_score": 72.3, "penalty_points": 13, "confidence": "High", "label": "mixed", "recommendation": "Ao Nang needs a more intentional fit before you book it.", "best_for": "First-time Krabi stays, tour logistics, and coast trips that need a practical backup plan.", "avoid_if": "You only want scenery payoff and hate any resort-strip convenience.", "check_first": [ "Choose Ao Nang when practical coast access matters more than perfect scenery mood.", "Keep one non-boat day available.", "Do not confuse a scenic promo photo with a resilient base." ], "next_action": "Use Ao Nang when the coast needs to stay usable even if one boat day weakens.", "pivot": "Use Railay only when the scenery premium is worth the fragility.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 18, "available_components": 16, "live_components": 13, "fallback_components": 5, "defaulted_components": 2, "coverage_ratio": 0.889 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "ao-nang", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 66, "weight": 0.12, "contribution": 7.92, "source": "derived", "signal_type": "noise_risk", "entity_id": "ao-nang", "used_default": true, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": "ao-nang", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 59, "weight": 0.14, "contribution": 8.26, "source": "signal", "signal_type": "transport_friction", "entity_id": "ao-nang", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 78, "weight": 0.04, "contribution": 3.12, "source": "signal", "signal_type": "spa_license_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 62, "weight": 0.05, "contribution": 3.1, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 54, "weight": 0.04, "contribution": 2.16, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 85, "weight": 0.04, "contribution": 3.4, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 75, "weight": 0.04, "contribution": 3, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 76, "weight": 0.05, "contribution": 3.8, "source": "signal", "signal_type": "official_pier_support", "entity_id": "ao-nang", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 47, "weight": 0.06, "contribution": 2.82, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "ao-nang", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 54, "weight": 0.16, "contribution": 8.64, "source": "decision", "signal_type": null, "entity_id": "krabi", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 80, "weight": 0.04, "contribution": 3.2, "source": "blueprint", "signal_type": null, "entity_id": "ao-nang", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 2, "points": 4, "applied": true, "note": "2 component(s) used fallback defaults, so the engine applies a 4-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 53, "note": "Component scores spread by 53 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort", "water_fit" ], "source_summary": "16 joined sources support this decision.", "path": "/entities/ao-nang/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_railay", "decision_type": "where_to_stay", "subject_id": "railay", "subject_name": "Railay", "subject_type": "hotel_area", "parent_destination_id": "krabi", "parent_destination_name": "Krabi", "score": 59, "component_score": 71.7, "penalty_points": 13, "confidence": "High", "label": "mixed", "recommendation": "Railay needs a more intentional fit before you book it.", "best_for": "High-payoff Krabi scenery when transfer fragility is acceptable.", "avoid_if": "Arrival timing is tight or weather tolerance is low.", "check_first": [ "Use Railay only when the scenery payoff is worth a more fragile arrival and exit stack.", "Do not force Railay on a tight arrival day.", "Keep Ao Nang visible as the practical fallback." ], "next_action": "Treat Railay as the reward move, not the safest default.", "pivot": "Use Ao Nang if the practical transfer story starts to dominate.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 18, "available_components": 16, "live_components": 13, "fallback_components": 5, "defaulted_components": 2, "coverage_ratio": 0.889 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "railay", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 93.5, "weight": 0.18, "contribution": 16.83, "source": "derived", "signal_type": null, "entity_id": "railay", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 66, "weight": 0.12, "contribution": 7.92, "source": "derived", "signal_type": "noise_risk", "entity_id": "railay", "used_default": true, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": "railay", "used_default": false, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 58, "weight": 0.14, "contribution": 8.12, "source": "signal", "signal_type": "transport_friction", "entity_id": "railay", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "spa_license_support", "label": "Spa license support", "score": 76, "weight": 0.04, "contribution": 3.04, "source": "signal", "signal_type": "spa_license_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 86, "weight": 0.05, "contribution": 4.3, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 62, "weight": 0.05, "contribution": 3.1, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 54, "weight": 0.04, "contribution": 2.16, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 85, "weight": 0.04, "contribution": 3.4, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 65, "weight": 0.04, "contribution": 2.6, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is public pier and transfer structure around the stay zone, linked pier anchor, or parent destination, not operator schedule or queue-length truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 76, "weight": 0.05, "contribution": 3.8, "source": "signal", "signal_type": "official_pier_support", "entity_id": "railay", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 47, "weight": 0.06, "contribution": 2.82, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "krabi", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "railay", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 54, "weight": 0.16, "contribution": 8.64, "source": "decision", "signal_type": null, "entity_id": "krabi", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 73, "weight": 0.04, "contribution": 2.92, "source": "blueprint", "signal_type": null, "entity_id": "railay", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 2, "points": 4, "applied": true, "note": "2 component(s) used fallback defaults, so the engine applies a 4-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 53, "note": "Component scores spread by 53 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort", "water_fit" ], "source_summary": "16 joined sources support this decision.", "path": "/entities/railay/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T18:00:00.000Z" }, { "decision_id": "stay_central-pattaya-jomtien", "decision_type": "where_to_stay", "subject_id": "central-pattaya-jomtien", "subject_name": "Central Pattaya / Jomtien", "subject_type": "hotel_area", "parent_destination_id": "pattaya-chonburi", "parent_destination_name": "Pattaya / Chonburi", "score": 57, "component_score": 71.9, "penalty_points": 15, "confidence": "High", "label": "fragile", "recommendation": "Central Pattaya / Jomtien needs a more intentional fit before you book it.", "best_for": "Short coast breaks, hotel convenience, beach access, and nightlife flexibility with a practical Bangkok escape shape.", "avoid_if": "You are sleep-sensitive, crowd-averse, or want all beach time without traffic tradeoffs.", "check_first": [ "Choose the exact zone before the hotel.", "Use Jomtien when sleep and softer pacing matter more than nightlife.", "Do not assume all Pattaya-area hotels have the same return-route convenience." ], "next_action": "Decide whether nightlife or sleep matters more before choosing Central Pattaya versus Jomtien.", "pivot": "Use Hua Hin / Cha-am for a calmer hotel rhythm.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 18, "available_components": 15, "live_components": 12, "fallback_components": 6, "defaulted_components": 3, "coverage_ratio": 0.833 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 68, "weight": 0.18, "contribution": 12.24, "source": "derived", "signal_type": null, "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 66, "weight": 0.12, "contribution": 7.92, "source": "derived", "signal_type": "noise_risk", "entity_id": "central-pattaya-jomtien", "used_default": true, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 68, "weight": 0.1, "contribution": 6.8, "source": "derived", "signal_type": "rain_risk", "entity_id": "central-pattaya-jomtien", "used_default": true, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 56, "weight": 0.14, "contribution": 7.84, "source": "signal", "signal_type": "transport_friction", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context behind the local base, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 80, "weight": 0.04, "contribution": 3.2, "source": "signal", "signal_type": "spa_license_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 94, "weight": 0.05, "contribution": 4.7, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 72, "weight": 0.05, "contribution": 3.6, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 86, "weight": 0.04, "contribution": 3.44, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 80, "weight": 0.05, "contribution": 4, "source": "signal", "signal_type": "official_pier_support", "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 32, "weight": 0.06, "contribution": 1.92, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "", "note": "This is ground-access support around the main airport anchor behind this stay decision." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "central-pattaya-jomtien", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 51, "weight": 0.16, "contribution": 8.16, "source": "decision", "signal_type": null, "entity_id": "pattaya-chonburi", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 77, "weight": 0.04, "contribution": 3.08, "source": "blueprint", "signal_type": null, "entity_id": "central-pattaya-jomtien", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 3, "points": 6, "applied": true, "note": "3 component(s) used fallback defaults, so the engine applies a 6-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 65, "note": "Component scores spread by 65 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort", "rain_fit", "water_fit" ], "source_summary": "17 joined sources support this decision.", "path": "/entities/central-pattaya-jomtien/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:15:23.481Z" }, { "decision_id": "stay_central-hua-hin-khao-takiab", "decision_type": "where_to_stay", "subject_id": "central-hua-hin-khao-takiab", "subject_name": "Central Hua Hin / Khao Takiab", "subject_type": "hotel_area", "parent_destination_id": "hua-hin", "parent_destination_name": "Hua Hin / Cha-am", "score": 55, "component_score": 69.8, "penalty_points": 15, "confidence": "High", "label": "fragile", "recommendation": "Central Hua Hin / Khao Takiab needs a more intentional fit before you book it.", "best_for": "Families, calmer beach-town pacing, seafood, and hotel stays that value rail or road simplicity over nightlife.", "avoid_if": "You need nightlife density or a highly compact walk-everywhere beach strip.", "check_first": [ "Use this base when calm beach-town logic matters more than nightlife.", "Check station or road transfer time before paying if arrival day is tight.", "Treat Cha-am as a separate feel, not the same strip." ], "next_action": "Choose the exact part of Hua Hin or Khao Takiab before paying, especially on holiday weekends.", "pivot": "Use Pattaya / Chonburi if the trip needs a shorter coast hop and more late-night energy.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 18, "available_components": 15, "live_components": 12, "fallback_components": 6, "defaulted_components": 3, "coverage_ratio": 0.833 }, "score_components": [ { "key": "local_source_confidence", "label": "Local source confidence", "score": 97, "weight": 0.18, "contribution": 17.46, "source": "signal", "signal_type": "source_confidence", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "No local source-confidence signal; using conservative fallback.", "note": "" }, { "key": "local_comfort", "label": "Local comfort", "score": 68, "weight": 0.18, "contribution": 12.24, "source": "derived", "signal_type": null, "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "Blends local AQI and outdoor comfort, with parent-destination fallback when hotel-area signals are sparse." }, { "key": "noise_comfort", "label": "Noise comfort", "score": 66, "weight": 0.12, "contribution": 7.92, "source": "derived", "signal_type": "noise_risk", "entity_id": "central-hua-hin-khao-takiab", "used_default": true, "default_reason": "No local or parent noise signal; using conservative fallback.", "note": "" }, { "key": "rain_fit", "label": "Rain fit", "score": 68, "weight": 0.1, "contribution": 6.8, "source": "derived", "signal_type": "rain_risk", "entity_id": "central-hua-hin-khao-takiab", "used_default": true, "default_reason": "No local or parent rain signal; using conservative fallback.", "note": "" }, { "key": "transport_fit", "label": "Transport fit", "score": 58, "weight": 0.14, "contribution": 8.12, "source": "signal", "signal_type": "transport_friction", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "No local or parent transport signal; using conservative fallback.", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.05, "contribution": 4.4, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context behind the local base, not live speed, queue, lane, or incident truth." }, { "key": "spa_license_support", "label": "Spa license support", "score": 78, "weight": 0.04, "contribution": 3.12, "source": "signal", "signal_type": "spa_license_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is public HSS wellness-license lookup support around the local base or parent destination, not live booking, treatment quality, or venue popularity truth." }, { "key": "medical_fallback_support", "label": "Medical fallback support", "score": 82, "weight": 0.05, "contribution": 4.1, "source": "signal", "signal_type": "medical_fallback_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is public MOPH facility-support context around the local base or parent destination, not live bed, wait-time, dispatch, or specialist-availability truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 39, "weight": 0.06, "contribution": 2.34, "source": "signal", "signal_type": "rail_feasibility", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is public rail-support structure around the local base or parent destination, not live train seat or delay truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 62, "weight": 0.05, "contribution": 3.1, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 54, "weight": 0.04, "contribution": 2.16, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support around the stay zone or its parent destination, useful for overland flexibility but not a live departure or booking feed." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 95, "weight": 0.03, "contribution": 2.85, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support around the stay zone or its parent destination, useful for overland flexibility but not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context around the stay zone or its parent destination, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 83, "weight": 0.05, "contribution": 4.15, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is public DLT GPS and Taxi OK / VIP oversight, complaint, and station-search context around the stay zone or its parent destination, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 58, "weight": 0.05, "contribution": 2.9, "source": "signal", "signal_type": "official_pier_support", "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support around the stay zone or its parent destination, not live ferry schedule, closure, queue, or seat truth." }, { "key": "water_fit", "label": "Water and flood fit", "score": 68, "weight": 0.08, "contribution": 5.44, "source": "derived", "signal_type": "flood_water_risk", "entity_id": "central-hua-hin-khao-takiab", "used_default": true, "default_reason": "No local or parent water-risk signal; using conservative fallback.", "note": "" }, { "key": "parent_destination_fit", "label": "Parent destination fit", "score": 49, "weight": 0.16, "contribution": 7.84, "source": "decision", "signal_type": null, "entity_id": "hua-hin", "used_default": false, "default_reason": "Parent destination decision missing; using blueprint fallback.", "note": "" }, { "key": "blueprint_baseline", "label": "Blueprint baseline", "score": 79, "weight": 0.04, "contribution": 3.16, "source": "blueprint", "signal_type": null, "entity_id": "central-hua-hin-khao-takiab", "used_default": false, "default_reason": "Blueprint seed missing; using parent score as fallback.", "note": "" } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 3, "points": 6, "applied": true, "note": "3 component(s) used fallback defaults, so the engine applies a 6-point coverage penalty." }, { "key": "contradiction_penalty", "label": "Stay contradiction penalty", "points": 9, "applied": true, "spread": 58, "note": "Component scores spread by 58 points, so the engine treats the answer as more contradictory." } ], "fallback_used": true, "fallback_components": [ "noise_comfort", "rain_fit", "water_fit" ], "source_summary": "17 joined sources support this decision.", "path": "/entities/central-hua-hin-khao-takiab/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:15:23.481Z" } ] }