{"id":"W2070891200","doi":"10.1007/s00127-011-0340-5","title":"Three job-related stress models and depression: a population-based study","year":2011,"lang":"en","type":"article","venue":"Social Psychiatry and Psychiatric Epidemiology","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":82,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; McGill University; University of British Columbia; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Depression (economics); Job strain; Occupational stress; Population; Mental health; Job satisfaction; Psychology; Medicine; Psychiatry; Clinical psychology; Social psychology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001623897,0.00107307,0.0009584457,0.001161988,0.003678736,0.001825704,0.0009160077,0.001968682,0.001344341],"category_scores_gemma":[0.00256275,0.001343623,0.001888881,0.002011571,0.001047712,0.001831333,0.001507028,0.002324973,0.0004470835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009596015,"about_ca_system_score_gemma":0.001008345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02035096,"about_ca_topic_score_gemma":0.03895446,"domain_scores_codex":[0.9987599,0.0005273315,0.00009923926,0.0002089225,0.0001626944,0.0002419947],"domain_scores_gemma":[0.9985012,0.0002258602,0.0003481744,0.0001649412,0.0001856738,0.0005741802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004376479,0.001061442,0.996336,0.000009342528,0.0001772245,0.0001025017,0.0008835734,0.00002711755,0.0002118872,0.00002060924,0.00005094146,0.0006816782],"study_design_scores_gemma":[0.0000547385,0.0006743406,0.9968761,0.000003731366,0.0001081104,0.0001340937,0.001902054,0.0001033641,0.00002784747,0.00002892767,0.00007399052,0.00001255488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996765,0.00005292639,0.0000446342,0.0000234969,0.000003868905,0.00001643283,0.00007520484,0.000001131651,0.0001057755],"genre_scores_gemma":[0.9993731,0.00007779081,0.00007665959,0.00003868352,0.000008089368,0.00003439823,0.0001784163,0.000001695475,0.0002110524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02035096,"threshold_uncertainty_score":0.040465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09083811219867781,"score_gpt":0.4119389965769047,"score_spread":0.3211008843782269,"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."}}