{"id":"W2751760100","doi":"10.1289/ehp1026","title":"Heat Wave and Mortality: A Multicountry, Multicommunity Study","year":2017,"lang":"en","type":"article","venue":"Environmental Health Perspectives","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":585,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Health Canada","funders":"National Health and Medical Research Council; Medical Research Council; National Research Foundation of Korea; Australian Research Council; National Research Foundation","keywords":"Heat wave; Distributed lag; Percentile; Context (archaeology); Demography; Environmental science; Medicine; Geography; Climate change; Mathematics; Geology; Statistics","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006174723,0.0002617586,0.0003370871,0.0000323921,0.002530898,0.0001165218,0.0002811961,0.00006461192,0.001655902],"category_scores_gemma":[0.00005825891,0.0002468969,0.00004356761,0.00002631127,0.0007650308,0.0004606801,0.0008201461,0.0003271567,0.0002063855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008368823,"about_ca_system_score_gemma":0.00001211088,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01588929,"about_ca_topic_score_gemma":0.004508636,"domain_scores_codex":[0.9979488,0.0001985791,0.000295663,0.0005397441,0.0003920891,0.0006251357],"domain_scores_gemma":[0.9982982,0.00006509675,0.0001169647,0.0009946526,0.000001730295,0.0005233095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004271611,0.002050181,0.9295735,0.00003511506,0.0000198094,0.00002622169,0.0602329,0.000004376013,0.000368187,0.000009749989,0.0003203872,0.007316895],"study_design_scores_gemma":[0.00114841,0.0006462961,0.9540126,0.00002215482,0.00001458239,0.00001473328,0.04271613,0.0005884652,0.0000257305,0.00008591053,0.0005048295,0.0002201816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939052,0.0005594012,0.000005865896,0.002361658,0.0001263222,0.001123791,0.00006089009,0.00004201605,0.001814879],"genre_scores_gemma":[0.9971611,0.001691391,0.0002283923,0.0006091113,0.00008718667,0.00005042005,0.000007780392,0.00002927888,0.0001353751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02443912,"threshold_uncertainty_score":0.9999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09974109753830421,"score_gpt":0.3833170678565462,"score_spread":0.283575970318242,"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."}}