{"id":"W3093810429","doi":"10.1136/bmj.m4022","title":"Accuracy of the Edinburgh Postnatal Depression Scale (EPDS) for screening to detect major depression among pregnant and postpartum women: systematic review and meta-analysis of individual participant data","year":2020,"lang":"en","type":"review","venue":"BMJ","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":858,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; Jewish General Hospital","funders":"Fondo Nacional de Desarrollo Científico y Tecnológico; National Institute of Mental Health; Universitätsklinikum Hamburg-Eppendorf; Faculty of Medicine, Chulalongkorn University; Fonds de Recherche du Québec - Santé; University of Southampton; Canadian Institutes of Health Research; Patrick and Catherine Weldon Donaghue Medical Research Foundation; Feinberg School of Medicine; National Science Foundation; China Medical University; Universidade do Minho; University of Cape Town; Medical Research Council; Uppsala Universitet; Ministério da Saúde; Duke Global Health Institute, Duke University; Université de Genève; Sveučilište u Zagrebu; Ingham Institute for Applied Medical Research; Werner Otto Stiftung; Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Università degli Studi di Firenze; Sapienza Università di Roma; University of Oxford; China Medical University Hospital; McGill University; Conselho Nacional de Desenvolvimento Científico e Tecnológico; University of Bristol; Deakin University; Department of Families, Housing, Community Services and Indigenous Affairs; Yale University; University of New South Wales; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Institute for Health and Care Research; National Research Foundation; Universidad de Santiago de Chile; Australian Government; Faculty of Medicine, McGill University; Department of Health and Social Care; McGill University Health Centre; Institute of Psychiatry, Psychology and Neuroscience, King’s College London; Programme Grants for Applied Research; Monash University; Wellcome Trust; Szegedi Tudományegyetem; Chulalongkorn University; University of Connecticut; King's College London; Harry Crossley Foundation; National Health and Medical Research Council; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Edinburgh Postnatal Depression Scale; Meta-analysis; PsycINFO; Confidence interval; Medicine; Postpartum depression; Depression (economics); MEDLINE; Bivariate analysis; Clinical psychology; Psychiatry; Psychology; Depressive symptoms; Pregnancy; Internal medicine; Statistics; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002149545,0.000479992,0.007023685,0.0002124785,0.0001215546,0.00003102046,0.0006899862,0.0001823935,0.00005567909],"category_scores_gemma":[0.001501831,0.0002478914,0.0007789056,0.0005360081,0.00008483913,0.0001436023,0.001389729,0.0002874774,6.661248e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002243329,"about_ca_system_score_gemma":0.000137787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003701494,"about_ca_topic_score_gemma":0.00001265672,"domain_scores_codex":[0.9954742,0.0005184473,0.00217444,0.0007460409,0.0006773818,0.0004094947],"domain_scores_gemma":[0.9949033,0.0009207383,0.002103234,0.00156592,0.00009856935,0.0004082076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00009902164,0.00003550176,0.0001361311,0.9609172,0.03153446,0.00001250486,0.0002479453,3.762479e-7,0.000001395318,6.357236e-7,0.0001579706,0.006856877],"study_design_scores_gemma":[0.0002093979,0.0001505239,0.0003677063,0.4496951,0.5476933,0.00009086328,0.00003116179,0.00003549578,0.00005623936,0.000001254907,0.001489561,0.00017945],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004011423,0.9844434,0.00005317022,0.0003336275,0.00006561349,0.01226316,0.002418376,0.00001628164,0.000005288704],"genre_scores_gemma":[0.003425819,0.9922754,0.0008009952,0.0004332402,0.00004832683,0.002540332,0.0002801804,0.00005037177,0.000145343],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5161588,"threshold_uncertainty_score":0.9999973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1733485788538595,"score_gpt":0.415632995890963,"score_spread":0.2422844170371036,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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