{"id":"W4405184764","doi":"10.1016/j.ajp.2024.104316","title":"Comparative effectiveness of interventions for the prevention and treatment of perinatal depression: A systematic review and network meta-analysis","year":2024,"lang":"en","type":"review","venue":"Asian Journal of Psychiatry","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Faculdade de Ciências da Saúde, Universidade de Macau; University of Hong Kong; National Institute for Health and Care Research","keywords":"Meta-analysis; Depression (economics); Psychological intervention; Medicine; Systematic review; MEDLINE; Psychology; Intensive care medicine; Psychiatry; Internal medicine; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001039232,0.0002313582,0.005801817,0.0001550037,0.00004811287,0.000009703238,0.00008209862,0.00006729204,0.00001903853],"category_scores_gemma":[0.0000175165,0.0001035071,0.003560849,0.000239208,0.000050034,0.00003509999,0.00002170781,0.0001425642,3.711785e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003125675,"about_ca_system_score_gemma":0.0001242304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002043799,"about_ca_topic_score_gemma":0.000007713089,"domain_scores_codex":[0.9975069,0.0006465426,0.00145833,0.0001472593,0.0001456937,0.0000952413],"domain_scores_gemma":[0.9975759,0.0003273565,0.001722638,0.0002180501,0.00007943033,0.00007663657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006765508,0.0001131724,0.00003224373,0.8887588,0.1094453,0.000002996945,0.00006083784,4.023308e-7,6.955505e-9,0.000130532,0.00001299467,0.001375021],"study_design_scores_gemma":[0.0001715193,0.0008364025,0.0000731591,0.5044592,0.493664,0.0003502202,0.00002857235,9.752006e-7,3.236254e-7,0.00008236276,0.0002956751,0.00003763151],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001705321,0.9960546,0.0002704341,0.0001531838,0.0003023547,0.003116017,0.00006768238,0.000002000715,0.00001664122],"genre_scores_gemma":[0.002268701,0.9966556,0.0005789958,0.000006807039,0.00006986141,0.0002778555,0.000009927275,0.00001300233,0.0001192785],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3842996,"threshold_uncertainty_score":0.4220898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1295484713213564,"score_gpt":0.4568225371341622,"score_spread":0.3272740658128058,"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."}}