{"id":"W4392377565","doi":"10.1080/23328940.2024.2310459","title":"Beyond heatwaves: A nuanced view of temperature-related mortality","year":2024,"lang":"en","type":"review","venue":"Temperature","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Public health; Climate change; Misattribution of memory; Heat stress; Environmental health; Econometrics; Environmental science; Psychology; Medicine; Economics; Ecology; Biology; Psychiatry; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005434573,0.0008351345,0.002414196,0.0001352156,0.0001444277,0.0001009338,0.0005444264,0.001260496,0.00328533],"category_scores_gemma":[0.0000562779,0.0005664977,0.0006942065,0.001479462,0.0002270999,0.0001776662,0.0003253178,0.001660318,0.001796866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003827147,"about_ca_system_score_gemma":0.0001705152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009829552,"about_ca_topic_score_gemma":0.0001084677,"domain_scores_codex":[0.996394,0.0002105945,0.0011873,0.0009226903,0.0005868966,0.0006985311],"domain_scores_gemma":[0.9981866,0.0000810416,0.0003672861,0.0009742767,0.00002173598,0.0003690282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002198638,0.0004854649,0.00007577317,0.186896,0.0007764141,0.0004669571,0.003142875,0.000006566529,0.001080786,0.001115114,0.3748541,0.431078],"study_design_scores_gemma":[0.000174185,0.0001143621,0.00006801381,0.02647731,0.001269038,0.0001090516,0.00003940912,0.000001618152,0.00002479472,0.000679131,0.9703566,0.0006864381],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001417674,0.9884322,2.209755e-8,0.0001823925,0.0009488195,0.001419775,0.0007475425,0.0001519738,0.006699577],"genre_scores_gemma":[0.0002296822,0.9950905,0.00004024214,0.0004607949,0.0002433031,0.0001110717,0.0006175551,0.00012346,0.003083435],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5955026,"threshold_uncertainty_score":0.9996787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06160230026983435,"score_gpt":0.3762272034422784,"score_spread":0.3146249031724441,"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."}}