{"id":"W601754225","doi":"10.1177/070674371506000106","title":"Descriptive Epidemiology of Major Depressive Disorder in Canada in 2012","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":194,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canadian Institutes of Health Research; Alberta Innovates; Mental Health Commission","keywords":"Major depressive disorder; Psychiatry; Mental health; Suicidal ideation; Epidemiology; Substance abuse; Medicine; Alcohol abuse; Alcohol use disorder; Psychiatric epidemiology; Anxiety; Population; Cannabis; Clinical psychology; Psychology; Poison control; Suicide prevention; Environmental health; Alcohol","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005843716,0.0003584491,0.0004352668,0.003534527,0.00228494,0.00137604,0.00124129,0.0003931173,0.002142077],"category_scores_gemma":[0.002432347,0.000362214,0.0007150552,0.007569213,0.0003596217,0.0003040452,0.0008738014,0.0005599148,0.0002669089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03990964,"about_ca_system_score_gemma":0.04721431,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9957788,"about_ca_topic_score_gemma":0.9969169,"domain_scores_codex":[0.9988033,0.00006275974,0.0001151498,0.0001484651,0.000557214,0.0003131404],"domain_scores_gemma":[0.9975818,0.00005403478,0.0004538875,0.00003242385,0.001406861,0.0004709324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006678723,0.00002441388,0.983966,0.0001728164,0.0001033069,0.0001342326,0.000379411,0.0001661674,0.0001752784,0.0001955816,0.007102823,0.007513231],"study_design_scores_gemma":[0.000005768096,0.00001246233,0.9959685,0.00007368447,0.00002415179,0.0001396391,0.0005585925,0.0002071495,0.00003521838,0.00002036224,0.002942342,0.00001209805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8380715,0.01116252,0.0006171444,0.002282441,0.000170741,0.0005212135,0.1355845,0.0001296546,0.0114603],"genre_scores_gemma":[0.9723557,0.004072753,0.0008715644,0.0005440835,0.00003515357,0.0001291607,0.01900619,0.00001560801,0.00296983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03990964,"threshold_uncertainty_score":0.2895661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05418866288919866,"score_gpt":0.3366940590965674,"score_spread":0.2825053962073687,"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."}}