{"id":"W2028755608","doi":"10.1002/ajim.20319","title":"Mental health and related disability among workers: A population‐based study","year":2006,"lang":"en","type":"article","venue":"American Journal of Industrial Medicine","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Health Research Board","keywords":"Medicine; Psychosocial; Mental health; Psychiatry; Population; Environmental health","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":[0.003502694,0.0001875277,0.0008597865,0.0001838818,0.0005981689,0.000004960307,0.0001267022,0.0001111894,0.0001902237],"category_scores_gemma":[0.0008151538,0.0001335047,0.00005531401,0.0006498144,0.000376124,0.0001248998,0.00003141729,0.001462144,0.000003215241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005289124,"about_ca_system_score_gemma":0.000635276,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01471259,"about_ca_topic_score_gemma":0.0005140418,"domain_scores_codex":[0.9948903,0.00195772,0.001908559,0.0002098753,0.0005318198,0.0005017058],"domain_scores_gemma":[0.9960545,0.0009697659,0.002046573,0.0001976361,0.000115987,0.0006155461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007293584,0.0001959388,0.9417278,0.00001139887,0.00002685123,0.00000894587,0.002834463,0.00001517334,0.000001173949,0.00001853611,0.005768663,0.04866169],"study_design_scores_gemma":[0.01032653,0.005969766,0.9229895,0.00234206,0.00005514174,0.00001163422,0.05731729,0.00003742488,2.958877e-7,0.0001557536,0.0006525658,0.0001419909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698157,0.0002960875,0.00001286418,0.0270427,0.001333794,0.001066402,0.000002854427,0.0000267389,0.000402831],"genre_scores_gemma":[0.9973182,0.00002015204,0.0001099715,0.0009530259,0.001472204,0.00001022036,0.00001930842,0.00002154057,0.00007535582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05448283,"threshold_uncertainty_score":0.9918485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03913622653609462,"score_gpt":0.3940470976950379,"score_spread":0.3549108711589433,"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."}}