{"id":"W2980154628","doi":"10.1159/000502294","title":"The Accuracy of the Patient Health Questionnaire-9 Algorithm for Screening to Detect Major Depression: An Individual Participant Data Meta-Analysis","year":2019,"lang":"en","type":"review","venue":"Psychotherapy and Psychosomatics","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":124,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Jewish General Hospital; Ontario Brain Institute; McGill University; University of Calgary; Concordia University","funders":"Canadian Arthritis Network; National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; Programme Grants for Applied Research; Health Research Council of New Zealand; Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Health Resources and Services Administration; H. Lundbeck A/S; Safe Work Australia; Universidade de São Paulo; National Health Research Institutes; Universiti Sains Malaysia; Fundação de Amparo à Pesquisa do Estado do Rio Grande do Sul; 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; Eisai; Chinese Diabetes Society; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Agency for Healthcare Research and Quality; University of Auckland; Ministero della Salute; Universität Heidelberg; Universiteit van Amsterdam; Robert Wood Johnson Foundation; Banco Santander; American Federation for Aging Research; University of Melbourne; Eli Lilly and Company; Universidade de Macau; Novartis Pharma; National Institute on Minority Health and Health Disparities; European Commission; Bundesministerium für Bildung und Forschung; Ischemia Research and Education Foundation; National Institute for Health and Care Research; Deutsche Rentenversicherung; Alberta Health Services; Ministry of Health, Labour and Welfare; National Institute on Disability and Rehabilitation Research; Pfizer; University of Washington; Fogarty International Center; Tehran University of Medical Sciences and Health Services; National Institutes of Health; Health Services Research and Development; National Institute of Mental Health; Hunter Medical Research Institute; National Health and Medical Research Council; Jewish General Hospital; Ohio Board of Regents; Arthritis Society; U.S. Department of Veterans Affairs; ZonMw; U.S. Department of Health and Human Services","keywords":"PsycINFO; Confidence interval; Algorithm; Meta-analysis; MEDLINE; Patient Health Questionnaire; Medicine; Depression (economics); Cutoff; Mini-international neuropsychiatric interview; Receiver operating characteristic; Clinical psychology; Depressive symptoms; Psychiatry; Internal medicine; Computer science; Cognition","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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.08455331,0.003790617,0.02022626,0.006361512,0.0007752366,0.005546952,0.003224603,0.003776305,0.002158193],"category_scores_gemma":[0.1391683,0.002147855,0.07706361,0.004599324,0.001275191,0.002996022,0.002021997,0.00297049,0.0003150339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002595961,"about_ca_system_score_gemma":0.002004651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004113633,"about_ca_topic_score_gemma":0.004982298,"domain_scores_codex":[0.9371436,0.0433356,0.0101211,0.004945756,0.003880466,0.0005734822],"domain_scores_gemma":[0.8758022,0.1044555,0.009526836,0.005197152,0.004433776,0.0005844664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.004765263,0.00002018824,0.006702363,0.02302732,0.9614633,0.0000453885,0.00004199144,0.0005337091,0.0001095307,0.00004822802,0.0001593577,0.003083302],"study_design_scores_gemma":[0.001514857,0.0002495285,0.002693012,0.001844097,0.992718,0.00004861426,0.00001409212,0.0004163442,0.00009283039,0.0001477152,0.0002422662,0.00001863494],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06475814,0.9163324,0.01111364,0.0009567506,0.0009908468,0.002202096,0.002161778,0.0002703665,0.001213919],"genre_scores_gemma":[0.8503146,0.1249678,0.01538028,0.001892766,0.0005035148,0.004201113,0.001998458,0.0001629557,0.000578494],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9797738,"threshold_uncertainty_score":0.447166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.428249616973115,"score_gpt":0.5222049003526213,"score_spread":0.09395528337950637,"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."}}