{"id":"W745201008","doi":"10.1177/070674371506000105","title":"Depression and Employment Status in Primary and Tertiary Care Settings","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Canadian Heart Research Centre; University Health Network","funders":"","keywords":"Comorbidity; Anhedonia; Psychiatry; Depression (economics); Medicine; Major depressive disorder; Mood; Anxiety; National Comorbidity Survey; Absenteeism; Mood disorders; Clinical psychology; Psychology; Schizophrenia (object-oriented programming)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009011895,0.0001513151,0.0002704616,0.0008583876,0.0008015736,0.001003167,0.0004089317,0.000387791,0.00345331],"category_scores_gemma":[0.00460051,0.0001614315,0.0003178083,0.001528809,0.000302747,0.0002567128,0.0008287466,0.0005405381,0.0002741944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001312058,"about_ca_system_score_gemma":0.001141818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04302754,"about_ca_topic_score_gemma":0.07213553,"domain_scores_codex":[0.9990075,0.000270838,0.0001194502,0.0001059372,0.0002280968,0.0002681638],"domain_scores_gemma":[0.9965212,0.0005269849,0.001619711,0.000086518,0.0004321657,0.0008132806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002187208,0.00001910158,0.9988061,0.00001288413,0.00001967816,0.00005732149,0.00008632181,0.00001258076,0.0000159626,0.00001022142,0.000187146,0.00075071],"study_design_scores_gemma":[0.000002626829,0.00001871323,0.9994808,0.00001908536,0.000006582043,0.00009860047,0.0002282074,0.00003309121,0.000006905458,0.000007590421,0.00009678193,0.000001124819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969038,0.0007673398,0.00002092366,0.0003007602,0.00001220039,0.00001251455,0.0008552464,0.000002493768,0.001124606],"genre_scores_gemma":[0.9994296,0.0001300891,0.00001583107,0.0000509175,0.000008460118,0.000005645907,0.0002814372,5.826041e-7,0.00007735169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04302754,"threshold_uncertainty_score":0.08555418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01529042327472542,"score_gpt":0.3197729691961397,"score_spread":0.3044825459214143,"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."}}