{"id":"W4404558044","doi":"10.1056/nejmsr2402457","title":"Climate Change, Floods, and Human Health","year":2024,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Climate change; Human health; Mental health; Environmental health; Flood myth; Geography; Environmental planning; Medicine; Ecology; Psychiatry; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0006667938,0.0001439308,0.0002058927,0.001009862,0.0005199517,0.001347523,0.0001593343,0.001277835,0.006497771],"category_scores_gemma":[0.002364079,0.0001333682,0.0003452739,0.001658317,0.0009828667,0.0008090702,0.0008452047,0.0009801021,0.0002815043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008424408,"about_ca_system_score_gemma":0.001220269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01952271,"about_ca_topic_score_gemma":0.04352268,"domain_scores_codex":[0.9995422,0.0002342965,0.00002707331,0.00003012404,0.00007737265,0.00008904018],"domain_scores_gemma":[0.9989846,0.0003245754,0.0003001486,0.00003086981,0.00008940222,0.0002704207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004995089,0.0005031674,0.8151687,0.0007937562,0.0007967573,0.0007124219,0.001256803,0.002677372,0.0004954289,0.01593833,0.05263696,0.1085209],"study_design_scores_gemma":[0.00003557664,0.000149243,0.9370992,0.0003199044,0.0001459703,0.0003258405,0.002787228,0.0005752934,0.00006344733,0.01522433,0.04323941,0.0000346987],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4269104,0.2492221,0.0006162027,0.2473566,0.004548879,0.00004044365,0.003999999,0.00006589932,0.06723949],"genre_scores_gemma":[0.9188494,0.06882959,0.000143074,0.005209112,0.003759124,0.00001673301,0.0003639422,0.000005139814,0.002823864],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01952271,"threshold_uncertainty_score":0.03881818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0799808352111428,"score_gpt":0.3695878466930857,"score_spread":0.2896070114819429,"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."}}