{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057965,0.0002313915,0.0005394439,0.0001045669,0.000305143,0.00007970403,0.0003823425,0.0001800117,0.0001976741],"category_scores_gemma":[0.002526676,0.0001691583,0.0002873245,0.0002597267,0.0003342442,0.0002033962,0.00008930556,0.0005036691,0.000005599967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001439241,"about_ca_system_score_gemma":0.0002951299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001012734,"about_ca_topic_score_gemma":0.0004117753,"domain_scores_codex":[0.997476,0.0003302449,0.001019173,0.0002817376,0.0006226823,0.0002701226],"domain_scores_gemma":[0.9969292,0.0006828261,0.001165149,0.0005417059,0.0004981511,0.0001829262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009583952,0.002216427,0.6967844,0.001161414,0.00137354,0.0002590207,0.001169955,0.0001284518,0.0586092,0.0002250496,0.02183996,0.2066486],"study_design_scores_gemma":[0.008693501,0.001382784,0.9662982,0.004325658,0.001456874,0.004525401,0.000301851,0.0001511482,0.005966744,0.006337381,0.000335324,0.0002251628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850906,0.008667904,0.0007941815,0.0009853623,0.003582905,0.0006457318,0.00002759299,0.00002484484,0.0001808734],"genre_scores_gemma":[0.9886904,0.0003017352,0.009535708,0.0001012108,0.001293053,0.000006867243,0.00001238069,0.00003870068,0.00001991332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2695138,"threshold_uncertainty_score":0.6898077,"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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