{"id":"W4376871167","doi":"10.1097/ede.0000000000001629","title":"Differential Employment Quality and Educational Inequities in Mental Health: A Causal Mediation Analysis","year":2023,"lang":"en","type":"article","venue":"Epidemiology","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute for Occupational Safety and Health; National Institute of Mental Health; National Institute of Environmental Health Sciences; Canadian Institutes of Health Research; National Institute on Aging; National Institutes of Health","keywords":"Mental health; Educational attainment; Mediation; Psychology; Distress; Mental distress; Construct (python library); Demography; Demographic economics; Medicine; Gerontology; Clinical psychology; Sociology; Political science; Psychiatry; Economics","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":[0.04062349,0.002288968,0.002200806,0.001642095,0.001570035,0.001942439,0.003461068,0.001957814,0.01889621],"category_scores_gemma":[0.06544221,0.001027186,0.01046278,0.001338273,0.002302098,0.00256758,0.005569706,0.004261793,0.0005276984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001617772,"about_ca_system_score_gemma":0.004926808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01763795,"about_ca_topic_score_gemma":0.008518497,"domain_scores_codex":[0.9650593,0.0293854,0.0007313324,0.002358237,0.0008784973,0.001587256],"domain_scores_gemma":[0.9448521,0.04754464,0.002755336,0.002826517,0.001089118,0.0009323459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02475432,0.006833944,0.7052251,0.004624341,0.06682222,0.00235404,0.006016295,0.01610268,0.001665697,0.04871291,0.006619673,0.110269],"study_design_scores_gemma":[0.0166049,0.02012627,0.3907867,0.003305095,0.1700153,0.002029254,0.009884545,0.1991845,0.004687449,0.1659452,0.01696075,0.0004700523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8784269,0.00722029,0.08559442,0.009382292,0.0009393882,0.005792875,0.004009449,0.0004414527,0.00819295],"genre_scores_gemma":[0.9753307,0.0009580576,0.0172935,0.0007453068,0.0001439404,0.003283404,0.000504827,0.0000326971,0.001707523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04062349,"threshold_uncertainty_score":0.2148401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.255260984786247,"score_gpt":0.5462325455279751,"score_spread":0.2909715607417281,"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."}}