{"id":"W4415406743","doi":"10.1136/jech-2025-224434","title":"Employment quality and mortality in Canada","year":2025,"lang":"en","type":"article","venue":"Journal of Epidemiology & Community Health","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Alberta; McMaster University; McMaster Children's Hospital; Public Health Agency of Canada; Institute for Work & Health; Toronto Metropolitan University; University of Toronto","funders":"","keywords":"Quality (philosophy); Population; Yield (engineering); Psychological intervention; Public policy; Government (linguistics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001124685,0.0003120661,0.0004198638,0.002726309,0.002797676,0.001460962,0.001522206,0.0003886427,0.004427403],"category_scores_gemma":[0.004383092,0.0002332183,0.0007141621,0.007068449,0.0007770534,0.0003663537,0.001531699,0.0009212672,0.0003117991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03383683,"about_ca_system_score_gemma":0.05287414,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9969009,"about_ca_topic_score_gemma":0.9974385,"domain_scores_codex":[0.9987566,0.00007476646,0.00007681956,0.0001567947,0.0004803939,0.0004545564],"domain_scores_gemma":[0.9959948,0.0002090931,0.0008342805,0.000108094,0.001995598,0.0008580653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000591342,0.00001941753,0.9814222,0.0001723392,0.00009653784,0.00006620335,0.0005331822,0.0004118088,0.00004815988,0.0004673767,0.006836803,0.009866888],"study_design_scores_gemma":[0.000006652498,0.000009186524,0.9960945,0.0001536851,0.00002490561,0.00002992275,0.000529088,0.0003210483,0.00002950442,0.0001104637,0.002679915,0.00001110909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8839436,0.01155348,0.0006516476,0.006136173,0.0001600468,0.0001472553,0.08333422,0.00009358161,0.01398004],"genre_scores_gemma":[0.9851528,0.002730916,0.0003200542,0.0003123127,0.00002448224,0.00003630747,0.00968166,0.00001376761,0.001727597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03383683,"threshold_uncertainty_score":0.2455045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3105862827675535,"score_gpt":0.5596771872164827,"score_spread":0.2490909044489292,"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."}}