{"id":"W4407265729","doi":"10.1093/aje/kwaf018","title":"Employment quality and suicide, drug poisoning, and alcohol-attributable mortality","year":2025,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Public Health Agency of Canada; Hospital for Sick Children; Public Health Ontario; McMaster University Medical Centre; Institute for Work & Health; McMaster University; Toronto Metropolitan University; University of Toronto","funders":"Department of Epidemiology, Biostatistics and Occupational Health, McGill University; McGill University","keywords":"Medicine; Poisson regression; Demography; Mortality rate; Environmental health; Cohort; Poison control; Population; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007620165,0.0002147245,0.0002162082,0.001267393,0.0007193057,0.0008088162,0.0005879525,0.0003278789,0.001929067],"category_scores_gemma":[0.003596518,0.0001971713,0.0006698839,0.001811859,0.0004611372,0.0002829074,0.0007930993,0.0006525972,0.0002118026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003948359,"about_ca_system_score_gemma":0.004527379,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8361363,"about_ca_topic_score_gemma":0.8778122,"domain_scores_codex":[0.9994919,0.00007152009,0.00004373533,0.00006800306,0.0001521967,0.0001726809],"domain_scores_gemma":[0.9974337,0.0001796317,0.001078103,0.0001333206,0.0005241354,0.0006511739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003005718,0.00001045805,0.9980667,0.00001516673,0.00006091523,0.00001356324,0.0000434944,0.00006570039,0.00001645002,0.00003845094,0.0002801003,0.00135883],"study_design_scores_gemma":[0.000001497717,0.000006339204,0.9994684,0.00001828302,0.00001943402,0.00001555865,0.00007929611,0.0001723825,0.000009359002,0.00002514699,0.0001819309,0.000002364874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919441,0.001964619,0.0001087175,0.0004811384,0.00001530088,0.00001660862,0.004224455,0.00001036843,0.001234878],"genre_scores_gemma":[0.9974374,0.0005361221,0.00007461594,0.00005000695,0.0000102303,0.000004868708,0.001531774,0.000002157653,0.0003527606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8361363,"threshold_uncertainty_score":0.3296573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1675350627138111,"score_gpt":0.5222387161886599,"score_spread":0.3547036534748488,"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."}}