{"id":"W119799644","doi":"10.1177/070674371105601206","title":"The Association of Treatment of Depressive Episodes and Work Productivity","year":2011,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Economics; University of Alberta; University of Toronto; Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research; Lundbeck Canada; Ontario Ministry of Health and Long-Term Care; University of Alberta; Public Health Agency of Canada; Centre for Addiction and Mental Health; Institut pour la Recherche en Santé Publique; Alberta Health Services","keywords":"Productivity; Mental health; Depression (economics); Psychiatry; Major depressive disorder; Association (psychology); Psychology; Depressive symptoms; Demography; Medicine; Clinical psychology; Gerontology; Anxiety; Cognition","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001341067,0.00007467087,0.0002035821,0.00006589358,0.0008796719,0.000004445478,0.0001350511,0.00009202742,0.0000333853],"category_scores_gemma":[0.000208014,0.00003988574,0.0000596201,0.0001417128,0.00009252349,0.00005050538,0.000006463558,0.000291374,0.000002619124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002798766,"about_ca_system_score_gemma":0.003193958,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01941364,"about_ca_topic_score_gemma":0.3799332,"domain_scores_codex":[0.9985141,0.0005305121,0.000478787,0.00006368905,0.0001141302,0.0002988389],"domain_scores_gemma":[0.9978685,0.0004172178,0.001085119,0.0001827698,0.0002152882,0.0002311509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001008856,0.0000173315,0.981842,0.00003908362,0.00006987485,6.61768e-7,0.007613023,0.000002916424,0.000002281439,0.00446575,0.003099677,0.002746464],"study_design_scores_gemma":[0.0006822697,0.0003205401,0.9655811,0.000311523,0.0001079077,0.000005822909,0.002247239,0.00000151792,0.00005842399,0.02586896,0.004755851,0.00005882769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702854,0.004788491,0.000009277926,0.01899367,0.002157886,0.0003674611,0.000008129274,0.000002258659,0.003387476],"genre_scores_gemma":[0.9982492,0.0002530279,0.0003945614,0.0001200514,0.0004271229,0.000006247942,2.70071e-7,0.000008659475,0.0005408018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3605196,"threshold_uncertainty_score":0.9871162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02885376359548553,"score_gpt":0.3178740978793678,"score_spread":0.2890203342838822,"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."}}