{"id":"W2792666127","doi":"10.1192/bjp.2018.54","title":"Probability of major depression diagnostic classification using semi-structured versus fully structured diagnostic interviews","year":2018,"lang":"en","type":"article","venue":"The British Journal of Psychiatry","topic":"Treatment of Major Depression","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Concordia University; McGill University Health Centre; McGill University; Jewish General Hospital","funders":"National Center for Medical Rehabilitation Research; National Institute of Diabetes and Digestive and Kidney Diseases; Lady Davis Institute for Medical Research; Programme Grants for Applied Research; Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; O'Brien Institute for Public Health, University of Calgary; Medical Center, University of Rochester; University of North Carolina at Chapel Hill; Agency for Healthcare Research and Quality; Health Resources and Services Administration; University of Ioannina; H. Lundbeck A/S; Innovatiefonds Zorgverzekeraars; Safe Work Australia; Universidade de São Paulo; Chinese University of Hong Kong; National Health Research Institutes; National Health and Medical Research Council; Jewish General Hospital; Universiti Sains Malaysia; Fundação de Amparo à Pesquisa do Estado do Rio Grande do Sul; McGill University; Conselho Nacional de Desenvolvimento Científico e Tecnológico; University of Auckland; Ministero della Salute; Bundesministerium für Bildung und Forschung; Vrije Universiteit Amsterdam; University of Cambridge; ZonMw; Bar-Ilan University; Universität Heidelberg; National Heart, Lung, and Blood Institute; Nanyang Technological University; National Institute of Mental Health; Shionogi; Hunter Medical Research Institute; National Institute on Minority Health and Health Disparities; European Commission; Ischemia Research and Education Foundation; National Institute for Health and Care Research; American Federation for Aging Research; University of Calgary; University of Melbourne; Robert Wood Johnson Foundation; Banco Santander; Medical Research Council; Servier; Universiti Putra Malaysia; National Center for Research Resources; National Institute of General Medical Sciences; Centers for Disease Control and Prevention; Mahidol University; Health Research Council of New Zealand; University of Pittsburgh; National Institute on Disability and Rehabilitation Research; University of Washington; Pfizer; Scleroderma Society of Ontario; University of Rochester; Duke-NUS Medical School; Johns Hopkins Bloomberg School of Public Health; Alberta Health Services; Ministry of Health, Labour and Welfare; Lee Kong Chian School of Medicine, Nanyang Technological University; Johns Hopkins University; Health Services Research and Development; School of Medicine, University of North Carolina at Chapel Hill; Fogarty International Center; National Institutes of Health; Tehran University of Medical Sciences and Health Services; Chinese Diabetes Society; Australian National University; World Health Organization; Eli Lilly and Company; King's College London; Iran University of Medical Sciences; Ohio Board of Regents; Novartis Pharma; Universidade de Macau; Arthritis Society; Canadian Arthritis Network; National University of Singapore; Rush University; U.S. Department of Veterans Affairs; Calvary Mater Newcastle; Eunice Kennedy Shriver National Institute of Child Health and Human Development; U.S. Department of Health and Human Services","keywords":"Depression (economics); Psychology; Diagnostic test; Medicine; Natural language processing; Computer science; Pediatrics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.07620675,0.0006863834,0.001933156,0.003949586,0.0003789,0.001358293,0.001329171,0.0007522409,0.003412346],"category_scores_gemma":[0.1626555,0.0005526411,0.003558664,0.002960783,0.001160526,0.001273332,0.001940755,0.001068972,0.0002917793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001036345,"about_ca_system_score_gemma":0.001398746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001809511,"about_ca_topic_score_gemma":0.002613731,"domain_scores_codex":[0.8788935,0.08626462,0.01671319,0.006541729,0.01075727,0.0008296397],"domain_scores_gemma":[0.7715507,0.1661998,0.04577776,0.006094876,0.009419911,0.0009570041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009103024,0.0001962412,0.7621492,0.03614641,0.01970943,0.0003854805,0.004478784,0.002123307,0.001220735,0.003917453,0.00825318,0.1523167],"study_design_scores_gemma":[0.00347525,0.004660512,0.8622176,0.02903265,0.01860597,0.004036052,0.005362766,0.01745748,0.00324658,0.02857444,0.02272627,0.0006044239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6622007,0.1131563,0.1762656,0.004204194,0.001110766,0.01194086,0.02374986,0.0004075813,0.006964201],"genre_scores_gemma":[0.9306766,0.007959366,0.04902625,0.000566859,0.0002185942,0.005459182,0.005615642,0.0000348322,0.0004426606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07620675,"threshold_uncertainty_score":0.4030246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04049752657571286,"score_gpt":0.3073414223970507,"score_spread":0.2668438958213378,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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