{"id":"W2019341210","doi":"10.1136/jech.2006.050591","title":"The relationship between work stress and mental disorders in men and women: findings from a population-based study","year":2007,"lang":"en","type":"article","venue":"Journal of Epidemiology & Community Health","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":199,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Calgary; Douglas Mental Health University Institute; Institut universitaire en santé mentale de Montréal; Heritage Medical Research Clinic; Université de Montréal","funders":"","keywords":"Anxiety; Mental health; Medicine; Depression (economics); Population; Psychiatry; Clinical psychology; Multivariate analysis; 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":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04526094,0.0001664545,0.0007652682,0.0002516822,0.003740309,0.000007242088,0.0002558617,0.0002299232,0.00001052925],"category_scores_gemma":[0.00901529,0.0001220405,0.00003892756,0.000304767,0.0001182872,0.0001107755,0.0001248611,0.004085775,0.000001698825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008469207,"about_ca_system_score_gemma":0.0004069367,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01965735,"about_ca_topic_score_gemma":0.05319475,"domain_scores_codex":[0.9811084,0.01545016,0.002236119,0.0001613435,0.000159219,0.0008847383],"domain_scores_gemma":[0.8955146,0.1024309,0.001191434,0.0003381947,0.00004895891,0.0004758731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000360484,0.0001268394,0.9778172,0.00008085052,0.00002176356,5.676013e-7,0.01843868,0.0000147489,4.338776e-8,0.0001769068,0.0003276417,0.002634267],"study_design_scores_gemma":[0.001787491,0.0004608732,0.9428974,0.0004878991,0.000008294725,4.018744e-7,0.04320693,0.00001434202,2.098216e-8,0.01071645,0.0003440471,0.00007586598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976285,0.001208172,0.000182834,0.02108181,0.0002331656,0.000866288,0.00001095926,0.00001215071,0.0001196448],"genre_scores_gemma":[0.996672,0.0003360869,0.0005176853,0.002265571,0.0001337125,0.00001721133,0.00002526593,0.00001567102,0.00001681846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08698077,"threshold_uncertainty_score":0.9993322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.103552087848621,"score_gpt":0.4652894765805926,"score_spread":0.3617373887319715,"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."}}