{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001032228,0.00009888706,0.0001737447,0.0001737742,0.0005504922,0.00001761501,0.0001056356,0.0001174834,0.00001782631],"category_scores_gemma":[0.00006803399,0.00006761247,0.00001966606,0.00009466815,0.00006001274,0.0001018692,0.00002883519,0.0008156092,0.000004762428],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003692217,"about_ca_system_score_gemma":0.006503991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02419731,"about_ca_topic_score_gemma":0.4137885,"domain_scores_codex":[0.9984523,0.0003434283,0.000446153,0.0001044127,0.0001494544,0.0005042386],"domain_scores_gemma":[0.9982802,0.0001035885,0.0002395181,0.0001286478,0.00009684252,0.001151168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004412227,0.000003312198,0.9647173,0.0001355507,0.000005230318,0.00001392364,0.01270765,0.000005085035,0.000001261674,0.0002054727,0.01821022,0.003950876],"study_design_scores_gemma":[0.00148784,0.00007163478,0.9577178,0.0009734632,0.0000198502,0.00005022853,0.01513325,0.000007898138,9.988718e-7,0.003709028,0.020732,0.00009604804],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9463713,0.0206545,0.000005465525,0.02834407,0.001523153,0.0002916228,0.000007189735,0.000004861216,0.0027979],"genre_scores_gemma":[0.9895861,0.0001597201,0.001073746,0.008580712,0.000465145,0.000005850281,0.000002796973,0.00001872548,0.0001072419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3895912,"threshold_uncertainty_score":0.9991282,"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."}}