{ "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": "route-check", "name": "Route check", "decisionType": "route_check", "status": "active", "endpoint": "/api/decisions/route-check", "note": "Checks high-value route templates using destination scores, transfer nodes, airport-weather context, airport-ground-access support, official airport pickup-rule context, official passenger board-surface support, airport-scale context, airport environmental-support context, rail-support context, official rail presence where the route can plausibly use it, and live pier or transfer support where coastal legs matter.", "output": "Route feasibility, main breaker, and pivot." }, "decision_count": 5, "filters": { "destination": "all", "city": "all", "route": "all", "limit": "all" }, "rows": [ { "decision_id": "route_bangkok-ayutthaya-kanchanaburi", "decision_type": "route_check", "subject_id": "bangkok-ayutthaya-kanchanaburi", "subject_name": "Bangkok -> Ayutthaya -> Kanchanaburi", "subject_type": "route", "score": 67, "component_score": 73.5, "penalty_points": 6, "confidence": "Medium", "label": "mixed", "recommendation": "Bangkok -> Ayutthaya -> Kanchanaburi is a cautious route shape right now.", "best_for": "Easy central-Thai culture loop with lower airport dependence.", "avoid_if": "You only have a rushed long weekend and hate transfers.", "check_first": [ "heat exposure", "road and rail comfort", "whether Kanchanaburi is actually worth the detour for this trip shape" ], "next_action": "Use Bangkok as the base and decide whether both side trips really belong in the same short window.", "pivot": "Drop Kanchanaburi first if the loop starts to feel too transfer-heavy.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 19, "available_components": 19, "live_components": 16, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_average", "label": "Destination fit average", "score": 62.666666666666664, "weight": 0.34, "contribution": 21.31, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Average destination strength across the route chain." }, { "key": "weakest_destination", "label": "Weakest destination leg", "score": 59, "weight": 0.18, "contribution": 10.62, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "No weakest destination leg was available, so the route uses the average destination score.", "note": "" }, { "key": "transport_average", "label": "Transport friction average", "score": 77.75, "weight": 0.16, "contribution": 12.44, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.08, "contribution": 7.04, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context across overland route legs, not live speed, queue, lane, or incident truth." }, { "key": "rain_average", "label": "Rain fit average", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 60, "weight": 0.1, "contribution": 6, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context on flight-dependent legs, not airline on-time performance." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 74.33333333333333, "weight": 0.08, "contribution": 5.95, "source": "signal", "signal_type": "rail_feasibility", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public rail-support structure across the route chain, not live train seat, timetable, or disruption truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 83.33333333333333, "weight": 0.06, "contribution": 5, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 84.5, "weight": 0.04, "contribution": 3.38, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support across the route chain for overland route-search confidence, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context across the route chain, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT GPS and Taxi OK regulated-taxi oversight, complaint, and station-search support across the route chain, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 73, "weight": 0.03, "contribution": 2.19, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset, useful as route-level last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 88.5, "weight": 0.03, "contribution": 2.65, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context across Bangkok-linked route nodes, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 94.5, "weight": 0.05, "contribution": 4.73, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support on Bangkok-linked route nodes, not live headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 74, "weight": 0.04, "contribution": 2.96, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint on Bangkok-linked route nodes, useful as fallback urban bus support rather than live bus operations truth." }, { "key": "park_access_context", "label": "Park access context", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "park_access_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context across nature-heavy route legs, not live closure, ranger, capacity, or ticket truth." }, { "key": "node_confidence", "label": "Transfer-node confidence", "score": 97, "weight": 0.08, "contribution": 7.76, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "route_baseline", "label": "Route template baseline", "score": 65.47222222222221, "weight": 0.06, "contribution": 3.93, "source": "blueprint", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Route templates now act as low-weight route-shape hints instead of dominating the score." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Route contradiction penalty", "points": 6, "applied": true, "spread": 41, "note": "Component scores spread by 41 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "3 destination anchors and 1 transfer nodes support this route check.", "main_risk": "Regional disaster context is busy", "weakest_leg": "Kanchanaburi", "path": "/routes/bangkok-ayutthaya-kanchanaburi/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:16:17.590Z" }, { "decision_id": "route_bangkok-chiang-mai-phuket", "decision_type": "route_check", "subject_id": "bangkok-chiang-mai-phuket", "subject_name": "Bangkok -> Chiang Mai -> Phuket", "subject_type": "route", "score": 61, "component_score": 70.1, "penalty_points": 9, "confidence": "Medium", "label": "mixed", "recommendation": "Bangkok -> Chiang Mai -> Phuket is a cautious route shape right now.", "best_for": "Classic first trip with city depth, northern culture, and a beach finish.", "avoid_if": "Northern AQI is weak or you need a fully overland route.", "check_first": [ "Chiang Mai PM2.5", "airport timing between long legs", "beach area choice in Phuket" ], "next_action": "Lock Bangkok and Phuket first, then leave the Chiang Mai segment soft until AQI feels solid.", "pivot": "Go Bangkok -> Phuket directly if the north weakens.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 28, "available_components": 28, "live_components": 25, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_average", "label": "Destination fit average", "score": 62.333333333333336, "weight": 0.34, "contribution": 21.19, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Average destination strength across the route chain." }, { "key": "weakest_destination", "label": "Weakest destination leg", "score": 57, "weight": 0.18, "contribution": 10.26, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "No weakest destination leg was available, so the route uses the average destination score.", "note": "" }, { "key": "transport_average", "label": "Transport friction average", "score": 70.71428571428571, "weight": 0.16, "contribution": 11.31, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.08, "contribution": 7.04, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context across overland route legs, not live speed, queue, lane, or incident truth." }, { "key": "rain_average", "label": "Rain fit average", "score": 52, "weight": 0.1, "contribution": 5.2, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "marine_warning_risk", "label": "Marine warning risk", "score": 34, "weight": 0.1, "contribution": 3.4, "source": "signal", "signal_type": "marine_warning_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is coastal sea-state caution for ferry- or island-shaped route legs." }, { "key": "berth_operability_context", "label": "Berth operability context", "score": 82, "weight": 0.05, "contribution": 4.1, "source": "signal", "signal_type": "berth_operability_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public Marine Department berth-surface movement evidence across coastal route anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 47, "weight": 0.08, "contribution": 3.76, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public transfer support around pier and coastal route anchors, not operator schedule truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 96, "weight": 0.06, "contribution": 5.76, "source": "signal", "signal_type": "official_pier_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support across coastal route anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 62.57142857142857, "weight": 0.1, "contribution": 6.26, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context on flight-dependent legs, not airline on-time performance." }, { "key": "airport_transfer_support", "label": "Airport transfer support", "score": 62.75, "weight": 0.08, "contribution": 5.02, "source": "signal", "signal_type": "airport_transfer_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public ground-access support around route airport nodes, not live check-in or queue truth." }, { "key": "airport_ground_service_support", "label": "Airport ground-service support", "score": 60, "weight": 0.06, "contribution": 3.6, "source": "signal", "signal_type": "airport_ground_service_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official airport taxi, Grab, rental, and pickup-rule context around route airport nodes, not live queue, ETA, or rental inventory truth." }, { "key": "airport_board_surface_support", "label": "Airport board-surface support", "score": 96, "weight": 0.05, "contribution": 4.8, "source": "signal", "signal_type": "airport_board_surface_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official passenger self-serve board visibility from public AOT flight-status pages, not direct live airline row truth." }, { "key": "airport_scale_context", "label": "Airport scale context", "score": 72, "weight": 0.05, "contribution": 3.6, "source": "signal", "signal_type": "airport_scale_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official AOT passenger and aircraft-movement scale context around route airport nodes, not live airline on-time, queue, gate, or inventory truth." }, { "key": "airport_environmental_support", "label": "Airport environmental support", "score": 96, "weight": 0.03, "contribution": 2.88, "source": "signal", "signal_type": "airport_environmental_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is SET-hosted AOT annual-report disclosure context around route airport nodes, not live measured sound-level truth." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 69.5, "weight": 0.08, "contribution": 5.56, "source": "signal", "signal_type": "rail_feasibility", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public rail-support structure across the route chain, not live train seat, timetable, or disruption truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 83.33333333333333, "weight": 0.06, "contribution": 5, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 80.33333333333333, "weight": 0.04, "contribution": 3.21, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support across the route chain for overland route-search confidence, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 92.33333333333333, "weight": 0.04, "contribution": 3.69, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context across the route chain, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 93.71428571428571, "weight": 0.04, "contribution": 3.75, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT GPS and Taxi OK regulated-taxi oversight, complaint, and station-search support across the route chain, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 56.333333333333336, "weight": 0.03, "contribution": 1.69, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset, useful as route-level last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 81, "weight": 0.03, "contribution": 2.43, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context across Bangkok-linked route nodes, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 98, "weight": 0.05, "contribution": 4.9, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support on Bangkok-linked route nodes, not live headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 88, "weight": 0.04, "contribution": 3.52, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint on Bangkok-linked route nodes, useful as fallback urban bus support rather than live bus operations truth." }, { "key": "park_access_context", "label": "Park access context", "score": 89, "weight": 0.04, "contribution": 3.56, "source": "signal", "signal_type": "park_access_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context across nature-heavy route legs, not live closure, ranger, capacity, or ticket truth." }, { "key": "node_confidence", "label": "Transfer-node confidence", "score": 97, "weight": 0.08, "contribution": 7.76, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "route_baseline", "label": "Route template baseline", "score": 61.68253968253968, "weight": 0.06, "contribution": 3.7, "source": "blueprint", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Route templates now act as low-weight route-shape hints instead of dominating the score." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Route contradiction penalty", "points": 9, "applied": true, "spread": 64, "note": "Component scores spread by 64 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "3 destination anchors and 4 transfer nodes support this route check.", "main_risk": "Airport transfer support is weak", "weakest_leg": "Phuket", "path": "/routes/bangkok-chiang-mai-phuket/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:16:17.590Z" }, { "decision_id": "route_chiang-mai-pai-chiang-rai", "decision_type": "route_check", "subject_id": "chiang-mai-pai-chiang-rai", "subject_name": "Chiang Mai -> Pai / Chiang Rai north loop", "subject_type": "route", "score": 60, "component_score": 69.4, "penalty_points": 9, "confidence": "Medium", "label": "mixed", "recommendation": "Chiang Mai -> Pai / Chiang Rai north loop is a cautious route shape right now.", "best_for": "Repeat visitors who want the north to stay the main character.", "avoid_if": "AQI is elevated or the group has low road tolerance.", "check_first": [ "PM2.5", "mountain weather", "road tolerance", "whether Pai is optional or emotionally fixed" ], "next_action": "Let Chiang Mai stay strong on its own before you add the road burden.", "pivot": "Keep Chiang Mai only, or shift south if air quality fails.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 19, "available_components": 19, "live_components": 16, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_average", "label": "Destination fit average", "score": 60, "weight": 0.34, "contribution": 20.4, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Average destination strength across the route chain." }, { "key": "weakest_destination", "label": "Weakest destination leg", "score": 55, "weight": 0.18, "contribution": 9.9, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "No weakest destination leg was available, so the route uses the average destination score.", "note": "" }, { "key": "transport_average", "label": "Transport friction average", "score": 65.33333333333333, "weight": 0.16, "contribution": 10.45, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "highway_transfer_friction", "label": "Highway transfer friction", "score": 88, "weight": 0.08, "contribution": 7.04, "source": "signal", "signal_type": "highway_transfer_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DOH and EXAT road-support context across overland route legs, not live speed, queue, lane, or incident truth." }, { "key": "rain_average", "label": "Rain fit average", "score": 54, "weight": 0.1, "contribution": 5.4, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 60, "weight": 0.1, "contribution": 6, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context on flight-dependent legs, not airline on-time performance." }, { "key": "rail_feasibility", "label": "Rail feasibility", "score": 59, "weight": 0.08, "contribution": 4.72, "source": "signal", "signal_type": "rail_feasibility", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public rail-support structure across the route chain, not live train seat, timetable, or disruption truth." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 91, "weight": 0.06, "contribution": 5.46, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 84, "weight": 0.04, "contribution": 3.36, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support across the route chain for overland route-search confidence, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context across the route chain, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 94, "weight": 0.04, "contribution": 3.76, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT GPS and Taxi OK regulated-taxi oversight, complaint, and station-search support across the route chain, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "official_motorcycle_taxi_support", "label": "Official motorcycle-taxi support", "score": 58, "weight": 0.03, "contribution": 1.74, "source": "signal", "signal_type": "official_motorcycle_taxi_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official Bangkok motorcycle-taxi stand and driver coverage from the public DLT/data.go.th dataset, useful as route-level last-mile support context rather than live availability, dispatch, or queue truth." }, { "key": "taxi_pickup_dropoff_support", "label": "Taxi pickup and dropoff support", "score": 85, "weight": 0.03, "contribution": 2.55, "source": "signal", "signal_type": "taxi_pickup_dropoff_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public OTP monthly taxi GPS analytics and hotspot context across Bangkok-linked route nodes, useful as aggregate pickup/dropoff support rather than live dispatch, ETA, queue, or raw trip truth." }, { "key": "urban_rapid_transit_support", "label": "Urban rapid-transit support", "score": 91, "weight": 0.05, "contribution": 4.55, "source": "signal", "signal_type": "urban_rapid_transit_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BTS and MRTA route-map and service-page support on Bangkok-linked route nodes, not live headway, crowding, or outage truth." }, { "key": "urban_bus_operator_support", "label": "Urban bus-operator support", "score": 60, "weight": 0.04, "contribution": 2.4, "source": "signal", "signal_type": "urban_bus_operator_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public Thai Smile Group branch and depot footprint on Bangkok-linked route nodes, useful as fallback urban bus support rather than live bus operations truth." }, { "key": "park_access_context", "label": "Park access context", "score": 91, "weight": 0.04, "contribution": 3.64, "source": "signal", "signal_type": "park_access_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context across nature-heavy route legs, not live closure, ranger, capacity, or ticket truth." }, { "key": "node_confidence", "label": "Transfer-node confidence", "score": 97, "weight": 0.08, "contribution": 7.76, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "route_baseline", "label": "Route template baseline", "score": 59.77777777777777, "weight": 0.06, "contribution": 3.59, "source": "blueprint", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Route templates now act as low-weight route-shape hints instead of dominating the score." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Route contradiction penalty", "points": 9, "applied": true, "spread": 43, "note": "Component scores spread by 43 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "2 destination anchors and 1 transfer nodes support this route check.", "main_risk": "Road safety burden is high", "weakest_leg": "Pai", "path": "/routes/chiang-mai-pai-chiang-rai/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:16:17.590Z" }, { "decision_id": "route_phuket-krabi-koh-lanta", "decision_type": "route_check", "subject_id": "phuket-krabi-koh-lanta", "subject_name": "Phuket -> Krabi / Koh Lanta coast chain", "subject_type": "route", "score": 55, "component_score": 63.6, "penalty_points": 9, "confidence": "Medium", "label": "fragile", "recommendation": "Phuket -> Krabi / Koh Lanta coast chain is a cautious route shape right now.", "best_for": "Andaman scenery and flexible beach pacing.", "avoid_if": "The trip depends on tight ferries or you need maximum weather resilience.", "check_first": [ "Andaman weather", "pier timing", "whether Phuket should stay the stable base" ], "next_action": "Keep at least one hotel refundable and do not make every scenic stop mandatory.", "pivot": "Use Phuket as the infrastructure answer if boats weaken.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 17, "available_components": 17, "live_components": 14, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_average", "label": "Destination fit average", "score": 55.5, "weight": 0.34, "contribution": 18.87, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Average destination strength across the route chain." }, { "key": "weakest_destination", "label": "Weakest destination leg", "score": 54, "weight": 0.18, "contribution": 9.72, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "No weakest destination leg was available, so the route uses the average destination score.", "note": "" }, { "key": "transport_average", "label": "Transport friction average", "score": 60.666666666666664, "weight": 0.16, "contribution": 9.71, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_average", "label": "Rain fit average", "score": 44, "weight": 0.1, "contribution": 4.4, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "marine_warning_risk", "label": "Marine warning risk", "score": 34, "weight": 0.1, "contribution": 3.4, "source": "signal", "signal_type": "marine_warning_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is coastal sea-state caution for ferry- or island-shaped route legs." }, { "key": "berth_operability_context", "label": "Berth operability context", "score": 83.33333333333333, "weight": 0.05, "contribution": 4.17, "source": "signal", "signal_type": "berth_operability_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public Marine Department berth-surface movement evidence across coastal route anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 60, "weight": 0.08, "contribution": 4.8, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public transfer support around pier and coastal route anchors, not operator schedule truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 90.66666666666667, "weight": 0.06, "contribution": 5.44, "source": "signal", "signal_type": "official_pier_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support across coastal route anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 69, "weight": 0.1, "contribution": 6.9, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context on flight-dependent legs, not airline on-time performance." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 73, "weight": 0.06, "contribution": 4.38, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 67.5, "weight": 0.04, "contribution": 2.7, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_search_support", "label": "Official intercity-bus search support", "score": 96, "weight": 0.04, "contribution": 3.84, "source": "signal", "signal_type": "official_intercity_bus_search_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS booking/search-surface support across the route chain for overland route-search confidence, not live departures, seats, or booking inventory truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 89, "weight": 0.04, "contribution": 3.56, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context across the route chain, not local realtime service quality or dispatch truth." }, { "key": "official_taxi_oversight_support", "label": "Official taxi-oversight support", "score": 84, "weight": 0.04, "contribution": 3.36, "source": "signal", "signal_type": "official_taxi_oversight_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT GPS and Taxi OK regulated-taxi oversight, complaint, and station-search support across the route chain, not live vehicle location, dispatch, ETA, or raw taxi GPS truth." }, { "key": "park_access_context", "label": "Park access context", "score": 91, "weight": 0.04, "contribution": 3.64, "source": "signal", "signal_type": "park_access_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context across nature-heavy route legs, not live closure, ranger, capacity, or ticket truth." }, { "key": "node_confidence", "label": "Transfer-node confidence", "score": 97, "weight": 0.08, "contribution": 7.76, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "route_baseline", "label": "Route template baseline", "score": 53.388888888888886, "weight": 0.06, "contribution": 3.2, "source": "blueprint", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Route templates now act as low-weight route-shape hints instead of dominating the score." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Route contradiction penalty", "points": 9, "applied": true, "spread": 63, "note": "Component scores spread by 63 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "2 destination anchors and 1 transfer nodes support this route check.", "main_risk": "Marine warning risk is high", "weakest_leg": "Krabi", "path": "/routes/phuket-krabi-koh-lanta/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:16:17.590Z" }, { "decision_id": "route_samui-phangan-tao", "decision_type": "route_check", "subject_id": "samui-phangan-tao", "subject_name": "Samui -> Phangan / Tao island chain", "subject_type": "route", "score": 54, "component_score": 62.7, "penalty_points": 9, "confidence": "Medium", "label": "fragile", "recommendation": "Samui -> Phangan / Tao island chain is a cautious route shape right now.", "best_for": "Gulf island pacing when weather and ferry timing cooperate.", "avoid_if": "You need a no-risk transfer chain or are forcing too many islands into a short trip.", "check_first": [ "Gulf weather", "last boat timing", "mainland-to-pier burden", "event timing on Phangan" ], "next_action": "Keep Samui as the stable base and make extra islands earn their place.", "pivot": "Stay on Samui only if the chain looks brittle.", "freshness_class": "fresh", "score_formula_version": "signal-first-v2", "signal_coverage": { "total_components": 15, "available_components": 15, "live_components": 12, "fallback_components": 3, "defaulted_components": 0, "coverage_ratio": 1 }, "score_components": [ { "key": "destination_average", "label": "Destination fit average", "score": 58.5, "weight": 0.34, "contribution": 19.89, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Average destination strength across the route chain." }, { "key": "weakest_destination", "label": "Weakest destination leg", "score": 58, "weight": 0.18, "contribution": 10.44, "source": "decision", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "No weakest destination leg was available, so the route uses the average destination score.", "note": "" }, { "key": "transport_average", "label": "Transport friction average", "score": 58, "weight": 0.16, "contribution": 9.28, "source": "signal", "signal_type": "transport_friction", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "rain_average", "label": "Rain fit average", "score": 56, "weight": 0.1, "contribution": 5.6, "source": "signal", "signal_type": "rain_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "marine_warning_risk", "label": "Marine warning risk", "score": 34, "weight": 0.1, "contribution": 3.4, "source": "signal", "signal_type": "marine_warning_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is coastal sea-state caution for ferry- or island-shaped route legs." }, { "key": "berth_operability_context", "label": "Berth operability context", "score": 72, "weight": 0.05, "contribution": 3.6, "source": "signal", "signal_type": "berth_operability_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public Marine Department berth-surface movement evidence across coastal route anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "pier_transfer_support", "label": "Pier transfer support", "score": 23.5, "weight": 0.08, "contribution": 1.88, "source": "signal", "signal_type": "pier_transfer_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public transfer support around pier and coastal route anchors, not operator schedule truth." }, { "key": "official_pier_support", "label": "Official pier support", "score": 96, "weight": 0.06, "contribution": 5.76, "source": "signal", "signal_type": "official_pier_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official Marine Department passenger-berth support across coastal route anchors, not live ferry schedule, closure, queue, or seat truth." }, { "key": "airport_weather_operability", "label": "Airport weather operability", "score": 93, "weight": 0.1, "contribution": 9.3, "source": "signal", "signal_type": "flight_delay_risk", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is airport weather and forecast disruption context on flight-dependent legs, not airline on-time performance." }, { "key": "official_bus_terminal_support", "label": "Official bus-terminal support", "score": 68, "weight": 0.06, "contribution": 4.08, "source": "signal", "signal_type": "official_bus_terminal_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official MOT terminal-master support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_intercity_bus_support", "label": "Official intercity-bus support", "score": 58, "weight": 0.04, "contribution": 2.32, "source": "signal", "signal_type": "official_intercity_bus_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official BKS station and ticket-point support across the route chain for overland backup and bus-linked resilience, not live departure or booking truth." }, { "key": "official_transport_complaint_support", "label": "Official transport complaint support", "score": 81, "weight": 0.04, "contribution": 3.24, "source": "signal", "signal_type": "official_transport_complaint_support", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is official DLT 1584 complaint recourse and transport-burden context across the route chain, not local realtime service quality or dispatch truth." }, { "key": "park_access_context", "label": "Park access context", "score": 84, "weight": 0.04, "contribution": 3.36, "source": "signal", "signal_type": "park_access_context", "entity_id": null, "used_default": false, "default_reason": "", "note": "This is public DNP protected-area planning context across nature-heavy route legs, not live closure, ranger, capacity, or ticket truth." }, { "key": "node_confidence", "label": "Transfer-node confidence", "score": 97, "weight": 0.08, "contribution": 7.76, "source": "signal", "signal_type": "source_confidence", "entity_id": null, "used_default": false, "default_reason": "", "note": "" }, { "key": "route_baseline", "label": "Route template baseline", "score": 57.5, "weight": 0.06, "contribution": 3.45, "source": "blueprint", "signal_type": null, "entity_id": null, "used_default": false, "default_reason": "", "note": "Route templates now act as low-weight route-shape hints instead of dominating the score." } ], "penalty_components": [ { "key": "freshness_penalty", "label": "Freshness penalty", "freshness_class": "fresh", "points": 0, "applied": false, "note": "Signals are fresh enough that no freshness penalty applies." }, { "key": "coverage_penalty", "label": "Coverage penalty", "defaulted_components": 0, "points": 0, "applied": false, "note": "All decision components are covered by live or persisted graph values." }, { "key": "contradiction_penalty", "label": "Route contradiction penalty", "points": 9, "applied": true, "spread": 73.5, "note": "Component scores spread by 74 points, so the engine treats the answer as more contradictory." } ], "fallback_used": false, "fallback_components": [], "source_summary": "2 destination anchors and 2 transfer nodes support this route check.", "main_risk": "Pier transfer support is weak", "weakest_leg": "Koh Phangan", "path": "/routes/koh-samui-koh-phangan-koh-tao/", "computed_at": "2026-06-24T02:15:12.974Z", "expires_at": "2026-06-24T14:16:17.590Z" } ] }