{"id":"W2400403888","doi":"10.1289/ehp203","title":"A Difference-in-Differences Approach to Assess the Effect of a Heat Action Plan on Heat-Related Mortality, and Differences in Effectiveness According to Sex, Age, and Socioeconomic Status (Montreal, Quebec)","year":2016,"lang":"en","type":"article","venue":"Environmental Health Perspectives","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":142,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec; McGill University","funders":"","keywords":"Socioeconomic status; Demography; Gerontology; Medicine; Inequality; Environmental health; Population; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008280906,0.0003481025,0.0006882047,0.0001683337,0.0002292754,0.00003925006,0.0001670593,0.0001106162,0.00006345602],"category_scores_gemma":[0.00004141984,0.0002136122,0.00004316591,0.0001416981,0.00038419,0.0001890749,0.0002333145,0.0002398127,0.00001794048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001810011,"about_ca_system_score_gemma":0.00002100335,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0467645,"about_ca_topic_score_gemma":0.02337783,"domain_scores_codex":[0.9970119,0.0007976089,0.0004117876,0.0007827773,0.0002793763,0.0007165445],"domain_scores_gemma":[0.9982483,0.001009661,0.00009210057,0.0002450687,0.0000011084,0.0004037284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003201378,0.0002453222,0.9679135,0.0001278103,0.00001397453,0.000003554362,0.01573116,0.00003850938,0.003624051,0.00001998356,0.000007164346,0.01195484],"study_design_scores_gemma":[0.001252828,0.001788266,0.9835581,0.0003020082,0.000008569377,0.000004969202,0.01231306,0.0001477841,0.0002743165,0.0001224016,0.000002780423,0.0002249534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966115,0.0002736423,0.00002637661,0.0008328856,0.00006654211,0.001826567,0.00007194976,0.00001919207,0.0002713798],"genre_scores_gemma":[0.9983143,0.001210528,0.0000197088,0.0001291302,0.00002501309,0.0002353914,0.000005547193,0.00002150734,0.00003890219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02338667,"threshold_uncertainty_score":0.994443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07922137086413084,"score_gpt":0.344359252795452,"score_spread":0.2651378819313212,"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."}}