{"id":"W1992658011","doi":"10.1186/1471-2458-8-181","title":"Job strain — Attributable depression in a sample of working Australians: Assessing the contribution to health inequalities","year":2008,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":139,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"National Health and Medical Research Council; University of British Columbia; Medical Research Council; University of Tasmania; University of Melbourne; Michael Smith Health Research BC","keywords":"Job strain; Medicine; Occupational stress; Depression (economics); Cronbach's alpha; Population; Attributable risk; Mental health; Demography; Public health; Epidemiology; Environmental health; Psychiatry; Clinical psychology; Psychometrics; Internal medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01512963,0.0003011169,0.0009804307,0.000452222,0.002843581,0.00004466748,0.0004037429,0.000289073,0.0001476219],"category_scores_gemma":[0.00354895,0.0002373636,0.000095004,0.001685549,0.0001022489,0.0004324809,0.0001841841,0.001342598,0.00003637554],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001768815,"about_ca_system_score_gemma":0.01162508,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0182617,"about_ca_topic_score_gemma":0.007952805,"domain_scores_codex":[0.9880558,0.005457717,0.002475942,0.0005540967,0.0007254384,0.002730985],"domain_scores_gemma":[0.9932226,0.003740306,0.001084467,0.000636328,0.000290429,0.001025884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004349134,0.00009274344,0.9722908,0.000710575,0.000006135824,0.000001777173,0.01039004,0.0001161094,0.00001052927,0.006690542,0.005650794,0.003996442],"study_design_scores_gemma":[0.001932837,0.0001934809,0.8963392,0.002384204,0.000002793379,0.000009763091,0.01240025,0.0003767028,0.000007507594,0.000932663,0.08513635,0.0002842533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8673857,0.001500568,0.05579301,0.06891523,0.001035597,0.004223339,0.0001970011,0.0002242164,0.0007252871],"genre_scores_gemma":[0.9831644,0.000317674,0.004122338,0.0111834,0.0004195238,0.0003156089,0.0001932025,0.00004338787,0.0002404772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1157786,"threshold_uncertainty_score":0.9984546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2300670140514824,"score_gpt":0.4530955429324408,"score_spread":0.2230285288809584,"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."}}