{"id":"W2069407588","doi":"10.1176/appi.ps.54.5.724","title":"Use of Antidepressants Among Canadian Workers Receiving Depression-Related Short-Term Disability Benefits","year":2003,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Institute for Clinical Evaluative Sciences; Western University; Centre for Addiction and Mental Health","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Depression (economics); Medical prescription; Antidepressant; Medicine; Psychiatry; Mood; Anxiety; Population; Disability benefits; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001125454,0.0003346769,0.0005224247,0.0002696643,0.001326266,0.00002901314,0.0003934089,0.0007375713,0.0007268604],"category_scores_gemma":[0.0001698875,0.0003043341,0.0001311399,0.001191617,0.00008762958,0.0005022858,0.00007388305,0.001166732,0.00007661016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000197736,"about_ca_system_score_gemma":0.0005278453,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2141956,"about_ca_topic_score_gemma":0.410832,"domain_scores_codex":[0.9955212,0.0008843934,0.001268389,0.0006568536,0.0003814136,0.001287705],"domain_scores_gemma":[0.9966087,0.0009719725,0.0004582528,0.0008608755,0.0001779162,0.0009222383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004203748,0.00007205667,0.9947054,0.0008148119,0.00003726071,0.000002259866,0.001291968,0.0002238013,0.000005317708,0.0001429956,0.0006481085,0.002013982],"study_design_scores_gemma":[0.0004551259,0.00001936047,0.9954718,0.0005588781,0.0000665726,0.000001661543,0.001263718,0.0002249555,0.00001411551,0.0002706335,0.001363383,0.000289848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831912,0.001791904,0.000004645104,0.0003814825,0.002737176,0.001136425,0.00003932797,0.0001240691,0.01059378],"genre_scores_gemma":[0.9978387,0.0003813046,0.0006764556,0.0005787801,0.0001439442,0.00007328502,0.00003899333,0.00006124176,0.0002073336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1966363,"threshold_uncertainty_score":0.9999739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0302479362033432,"score_gpt":0.3326470484237221,"score_spread":0.3023991122203789,"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."}}