{"id":"W4410352860","doi":"10.1016/s2542-5196(25)00075-0","title":"Climate disaster effects on acute health care: a case study and model of the 2021 heatwave in British Columbia, Canada","year":2025,"lang":"en","type":"article","venue":"The Lancet Planetary Health","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; Sunnybrook Health Science Centre; Vancouver Coastal Health; Pacific Institute for Climate Solutions","funders":"","keywords":"2019-20 coronavirus outbreak; Geography; Climate change; Political science; Medicine; Virology; Ecology; Outbreak; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008996281,0.001197769,0.0008592284,0.0009063213,0.002650438,0.001883181,0.003766476,0.002002595,0.004443652],"category_scores_gemma":[0.002766869,0.0006402633,0.0009116304,0.001557825,0.001670055,0.0005477536,0.001387198,0.001760528,0.0002702984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04478471,"about_ca_system_score_gemma":0.03593757,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9898401,"about_ca_topic_score_gemma":0.9854658,"domain_scores_codex":[0.9991201,0.0001879368,0.00002618648,0.0001113351,0.0001067698,0.0004477749],"domain_scores_gemma":[0.9978539,0.0006512983,0.0001185968,0.00008255411,0.0007945299,0.0004990849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003163812,0.0005234337,0.04617353,0.0001025697,0.0001188769,0.000661538,0.000312515,0.9402959,0.0004202759,0.003221742,0.005138026,0.002715264],"study_design_scores_gemma":[0.0003697279,0.0001866796,0.02996206,0.00004364908,0.00009304914,0.00005647296,0.002181779,0.9631438,0.0002763926,0.0008614084,0.002750007,0.00007497008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810174,0.0002479767,0.002003032,0.00128593,0.00004693511,0.0002714747,0.004353522,0.0001248481,0.010649],"genre_scores_gemma":[0.992022,0.0001670105,0.00169345,0.0001714997,0.000009158384,0.0001306035,0.001505938,0.00002218145,0.004278265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04478471,"threshold_uncertainty_score":0.3249373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02162677305368921,"score_gpt":0.2809348377527698,"score_spread":0.2593080646990806,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}