{"id":"W2030264909","doi":"10.1097/01.nmd.0000110242.97744.bc","title":"Perceived Work Stress and Major Depressive Episodes in a Population of Employed Canadians Over 18 Years Old","year":2004,"lang":"en","type":"article","venue":"The Journal of Nervous and Mental Disease","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Reprint; Psychology; Population; Library science; Gerontology; Demography; Family medicine; Medicine; Psychiatry; Sociology","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":[0.0003612715,0.0002798858,0.0003060327,0.0009095429,0.001711029,0.0009552963,0.000533572,0.0005488887,0.0008266671],"category_scores_gemma":[0.001077574,0.0003148339,0.0004248392,0.001560752,0.0005327528,0.0002942678,0.0004357749,0.0005888492,0.0001161601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003451464,"about_ca_system_score_gemma":0.003016019,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8816854,"about_ca_topic_score_gemma":0.8966657,"domain_scores_codex":[0.9996505,0.00002868463,0.00002110189,0.00004131714,0.0001280648,0.000130326],"domain_scores_gemma":[0.999348,0.00002858675,0.000146057,0.00001368619,0.00015134,0.0003124218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005530577,0.00005322149,0.998245,0.000006871047,0.00002826308,0.00007241588,0.0004662288,0.00002584931,0.00008997541,0.00001064107,0.00012202,0.0008243307],"study_design_scores_gemma":[0.000002180372,0.00002793909,0.9991854,0.000003682665,0.000006128425,0.00002801345,0.0006459936,0.00002805224,0.000004207501,0.000002282447,0.00006393954,0.000002245283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991725,0.0001354771,0.000008552077,0.00005518443,0.000005669616,0.00001012504,0.0002408133,7.157821e-7,0.0003707632],"genre_scores_gemma":[0.9994067,0.0001468122,0.00001516278,0.00003913915,0.00000462759,0.000004858987,0.0002217946,5.128754e-7,0.0001603986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1183146,"threshold_uncertainty_score":0.2380226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01516931716286129,"score_gpt":0.3277087088089771,"score_spread":0.3125393916461158,"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."}}