{"id":"W3197062139","doi":"10.1097/01.aoa.0000766124.43216.49","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":2021,"lang":"en","type":"article","venue":"Obstetric Anesthesia Digest","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Edinburgh Postnatal Depression Scale; Medicine; Depression (economics); Postpartum depression; Meta-analysis; Psychiatry; Obstetrics; Clinical psychology; Pregnancy; Depressive symptoms; Internal medicine; Anxiety","routes":{"ca_aff":true,"ca_fund":false,"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":[0.04497484,0.002081666,0.01528417,0.005029621,0.0005927755,0.003146374,0.002028828,0.002652771,0.001903341],"category_scores_gemma":[0.1140686,0.001663817,0.04422797,0.004569455,0.000977146,0.00214648,0.00168756,0.002292452,0.0002594826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002485365,"about_ca_system_score_gemma":0.002697662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007935088,"about_ca_topic_score_gemma":0.01505245,"domain_scores_codex":[0.9708759,0.01472856,0.009002067,0.002461194,0.002548891,0.0003834344],"domain_scores_gemma":[0.9078577,0.076644,0.008659757,0.003122532,0.00340247,0.0003134822],"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":[0.001908751,0.00001976345,0.006972125,0.1862275,0.7906883,0.00004668207,0.00008650022,0.0004091314,0.0001484061,0.0001244317,0.0005079447,0.01286041],"study_design_scores_gemma":[0.0006579204,0.000189866,0.005459806,0.0169389,0.9750918,0.00006255953,0.00002734533,0.0001794914,0.0001188704,0.0002000258,0.001049109,0.00002427303],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008122272,0.9886757,0.001129045,0.0003176762,0.0002642769,0.000350845,0.0007714955,0.00003406321,0.0003346695],"genre_scores_gemma":[0.427415,0.5591527,0.006238512,0.002009594,0.0004574586,0.002111063,0.002064444,0.00009426171,0.0004569717],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04497484,"threshold_uncertainty_score":0.2378526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0727185988001965,"score_gpt":0.3244226007301497,"score_spread":0.2517040019299532,"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."}}