{"id":"W2099620662","doi":"10.1002/ajim.20626","title":"Gender, precarious work, and chronic diseases in South Korea","year":2008,"lang":"en","type":"article","venue":"American Journal of Industrial Medicine","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Medicine; Socioeconomic status; Gerontology; Mental health; Demography; Chronic disease; Alcohol consumption; Epidemiology; Environmental health; Public health; Population; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.000429173,0.0001483988,0.0006571862,0.0002364597,0.0002304492,0.000001448323,0.0001205243,0.00007116942,0.000124536],"category_scores_gemma":[0.0007560101,0.00009716217,0.0000447722,0.0004516474,0.0006700221,0.00006789306,0.00005894537,0.0008559907,0.000003290842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001672174,"about_ca_system_score_gemma":0.0004786317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002722476,"about_ca_topic_score_gemma":0.00003514591,"domain_scores_codex":[0.9980856,0.000360669,0.0007530085,0.0001297377,0.0003240719,0.0003468709],"domain_scores_gemma":[0.99831,0.0005391796,0.000689492,0.0001102701,0.0001180509,0.000232981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003963088,0.00002997866,0.9251173,0.000006164241,0.0000684953,0.0001030479,0.01478233,0.000002715257,0.000006748193,0.00002365874,0.0118031,0.04766017],"study_design_scores_gemma":[0.01951766,0.00644289,0.919431,0.003281057,0.0003250766,0.0000696323,0.02684846,0.000003099855,0.000006252794,0.0001403798,0.02353239,0.0004020549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865156,0.004347466,0.00001686485,0.007335685,0.0009099415,0.0002456778,0.000004260784,0.0000129952,0.0006114768],"genre_scores_gemma":[0.9949917,0.001012318,0.00001394306,0.0004276697,0.003381942,0.000008756204,0.000001871968,0.00001511941,0.0001466582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04725812,"threshold_uncertainty_score":0.3962158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1266505372684859,"score_gpt":0.3833187961728073,"score_spread":0.2566682589043214,"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."}}