{"id":"W7074169324","doi":"","title":"Overestimation of Postpartum Depression Prevalence Based on a 5-item Version of the EPDS: Systematic Review and Individual Participant Data Meta-analysis","year":2020,"lang":"en","type":"article","venue":"Research Portal (King's College London)","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Confidence interval; Postpartum depression; Meta-analysis; Edinburgh Postnatal Depression Scale; MEDLINE; Mean difference; Mental health; Postpartum period","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.04556749,0.003245512,0.02073197,0.006713262,0.0006913613,0.004342782,0.003364382,0.003046285,0.003332029],"category_scores_gemma":[0.1019846,0.002286806,0.045005,0.005700805,0.001418692,0.002702295,0.002292094,0.002465866,0.0003466184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00313953,"about_ca_system_score_gemma":0.003784017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00615824,"about_ca_topic_score_gemma":0.01252977,"domain_scores_codex":[0.967168,0.01659176,0.009931478,0.003109285,0.002700612,0.000498985],"domain_scores_gemma":[0.9140271,0.07151214,0.008420737,0.002303327,0.003425043,0.0003116876],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001296194,0.00001507192,0.003162187,0.3041911,0.6806927,0.00006642399,0.00009424325,0.0002842663,0.0001084824,0.0001332861,0.0004180516,0.009538045],"study_design_scores_gemma":[0.0005045426,0.0001063884,0.002319785,0.02631905,0.9692575,0.00007974482,0.00003760945,0.0001084399,0.0001032382,0.0002095707,0.0009331757,0.00002090223],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.004233732,0.9924852,0.001318606,0.0002464759,0.0002282908,0.0005274053,0.0005592856,0.00004181155,0.0003590625],"genre_scores_gemma":[0.2818327,0.7031134,0.006100548,0.002434812,0.0004671112,0.003994202,0.001446628,0.0001032022,0.0005074228],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.979268,"threshold_uncertainty_score":0.2409868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1550902807775681,"score_gpt":0.3634465917399082,"score_spread":0.2083563109623401,"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."}}