{"ok":true,"service":"kelly-glass-lab","route":"/api/glass-lab/sector-dossier/public_health","generatedAt":"2026-07-08T07:24:14.587Z","readOnly":true,"mutationAllowed":false,"publicUserWriteAllowed":false,"id":"public_health","title":"Public Health Signals Lab Proof Dossier","labTitle":"Public Health Signals Lab","proofScore":{"score":70,"grade":"strong","sourceCoverage":100,"brainCoverage":100,"authorityVisible":false,"proofSurfaceCoverage":100,"readinessContribution":0,"interpretation":"Score combines source coverage, brain fleet health, visible authority evidence, proof links, readiness map, and doctrine coverage. It is a product proof score, not a promise of forecast accuracy."},"liveStatus":{"state":"warming_specialized_read_only","sourcePresentCount":5,"sourceCount":5,"brainFleetHealthy":4,"visibleAuthorityRows":0,"generatedHypotheses":0,"realityClosures":0,"marketFeedAvailable":null},"proofStory":["Public Health Signals Lab is a read-only KELLY lens for Public-data analysts, community risk watchers, environmental users, and teams monitoring non-medical public signals.","KELLY is designed to win by being scoreable: every forecast should connect to source evidence, causal assumptions, falsifiers, settlement, calibration, replay, and memory lineage.","Current proof score is 70/100 (strong).","The lab currently has 5/5 source families wired or available and 0 visible authority rows.","Every health-signal view should show public source, freshness, location/event scope, and non-medical boundary."],"whatKellySees":{"audience":"Public-data analysts, community risk watchers, environmental users, and teams monitoring non-medical public signals.","primaryQuestion":"Are public health-adjacent signals changing, and what reality check will score KELLY later?","sourcePlan":["Open-Meteo Air Quality: wired","OpenAQ: wired","openFDA: wired","NASA FIRMS: wired","OpenAI: wired"],"causalNodes":["HEALTH:AIR_QUALITY_PRESSURE","HEALTH:FDA_RECALLS","HEALTH:SMOKE_PRESSURE","HEALTH:DATA_RECENCY","HEALTH:RISK"],"causalEdges":["HEALTH:AIR_QUALITY_PRESSURE -> HEALTH:RISK","HEALTH:FDA_RECALLS -> HEALTH:RISK","HEALTH:SMOKE_PRESSURE -> HEALTH:AIR_QUALITY_PRESSURE","HEALTH:DATA_RECENCY -> HEALTH:RISK"]},"howKellyForecasts":["Approved source intake only","Tag source, freshness, domain, and authority","The Book of Why: ask what caused the change, what would have happened otherwise, and what evidence can falsify the causal story","Thinking in Systems: map feedback loops, delays, stocks, flows, constraints, and downstream effects","Thinking, Fast and Slow: separate fast pattern recognition from slower deliberate verification","Superforecasting: start with base rates, update incrementally, keep probabilities explicit, and score the forecast later","Thinking in Bets: treat every forecast as a wager against reality with a clear settlement rule","Build causal pressure nodes and forecast cones","Separate KELLY forecast from user forecast","Track falsifiers, uncertainty, and competing explanations","Close against reality","Score calibration and error direction","Apply continuous micro-adjustments after settlement to improve future accuracy","Create replayable memory evidence when eligible"],"whatCouldChangeKellysMind":["Source coverage drops below current 5/5.","Brain fleet health drops below quorum from current 4/4.","Authority evidence or replay receipts fail to link from the lab proof surface.","Settlement and calibration records contradict the current forecast posture.","Fresh reality data changes the base rate or causal pressure map."],"proofLinks":[{"label":"authorityIndex","href":"/authority-index"},{"label":"competitiveProofLabs","href":"/advanced-proof-labs"},{"label":"agiReadiness","href":"/generality-evidence"},{"label":"brainFleet","href":"/api/brain-fleet"},{"label":"templates","href":"/api/sector-labs"}],"nextUsefulUpgrade":"Score combines source coverage, brain fleet health, visible authority evidence, proof links, readiness map, and doctrine coverage. It is a product proof score, not a promise of forecast accuracy.","boundary":{"readOnly":true,"publicUserWriteAllowed":false,"noAdviceSubstitute":"No medical advice, diagnosis, treatment, or personal safety instruction.","noClaimOfPerfectPrediction":true,"proofRequiredForEveryForecast":true}}