{"id":"W2310731625","doi":"10.1136/oemed-2014-102791","title":"Working hours and mental health in Australia: evidence from an Australian population-based cohort, 2001–2012","year":2015,"lang":"en","type":"article","venue":"Occupational and Environmental Medicine","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Public Health Ontario; Institute for Work & Health","funders":"National Health and Medical Research Council; Department of Social Services, Australian Government; Medical Research Council; Australian Government","keywords":"Mental health; Working population; Confounding; Medicine; Demography; Population; Cohort; Cohort study; Working hours; Gerontology; Psychology; Environmental health; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.0009849626,0.0001773596,0.0002939623,0.0001037237,0.0003633275,0.000005706705,0.00006436895,0.0001258824,0.0007225755],"category_scores_gemma":[0.00005918709,0.0001526763,0.00001174577,0.00009502217,0.000118411,0.0002615988,0.00003751538,0.0003618636,0.00002417816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004550845,"about_ca_system_score_gemma":0.0001124961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01906242,"about_ca_topic_score_gemma":0.003301683,"domain_scores_codex":[0.9979602,0.000343823,0.0005217866,0.0003539697,0.0003671432,0.0004531413],"domain_scores_gemma":[0.9986626,0.0002943975,0.000194479,0.0001415529,0.00000599341,0.0007009857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002210088,0.00004108854,0.988688,0.00002405383,0.000004913773,0.000002587319,0.001307001,0.00005221984,0.00003098595,0.00002212961,0.007690744,0.001915256],"study_design_scores_gemma":[0.001617966,0.0001949485,0.9926221,0.0009224745,0.00000963359,0.000002102946,0.001700458,0.0005055396,0.000001511894,0.0003241944,0.001965927,0.0001331326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814489,0.0008472567,0.00003041882,0.01645377,0.0004518212,0.000637385,0.00005543455,0.00002045247,0.000054581],"genre_scores_gemma":[0.9934804,0.000347838,0.0006349296,0.003146257,0.000347203,0.00004558952,0.001502154,0.00001497542,0.0004805994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01576074,"threshold_uncertainty_score":0.9874697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005002981579951,"score_gpt":0.4161574809059287,"score_spread":0.3156571827479336,"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."}}