{"id":"W4406151520","doi":"10.1016/j.jpsychires.2025.01.004","title":"Marriage and postpartum major depressive disorder: A systematic review and meta-analysis of cohort studies","year":2025,"lang":"en","type":"review","venue":"Journal of Psychiatric Research","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Jining Medical University","keywords":"Meta-analysis; Major depressive disorder; Cohort study; Psychiatry; Cohort; Psychology; Medicine; Clinical psychology; Internal medicine; Mood","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":[0.008277944,0.002271602,0.014664,0.005201168,0.0008333681,0.002967932,0.002282786,0.002220063,0.003893683],"category_scores_gemma":[0.02545346,0.001599676,0.0274954,0.007277128,0.0008371614,0.001825995,0.002366116,0.001741912,0.0002507654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002011763,"about_ca_system_score_gemma":0.00429483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01170441,"about_ca_topic_score_gemma":0.03824104,"domain_scores_codex":[0.99442,0.002006156,0.002037326,0.0007671873,0.0005046222,0.0002646728],"domain_scores_gemma":[0.9861428,0.009715259,0.002681681,0.0004863778,0.0007380358,0.0002357593],"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":[0.001801901,0.00004412936,0.008621496,0.437466,0.5351819,0.0001978839,0.0002088508,0.000279106,0.0002655813,0.000106798,0.0006206317,0.01520574],"study_design_scores_gemma":[0.0005261656,0.0001515209,0.007858038,0.0302244,0.959291,0.0001354681,0.0001124668,0.00007582337,0.00006439428,0.000128652,0.001399175,0.00003288574],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005256221,0.9937162,0.0002342693,0.00009142963,0.00007285333,0.0001299957,0.0004036533,0.00001093383,0.00008451497],"genre_scores_gemma":[0.1236565,0.8729088,0.001554524,0.0005380658,0.0001206661,0.0003841161,0.0006271171,0.0000161028,0.0001941833],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.014664,"threshold_uncertainty_score":0.04377842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1397491634265935,"score_gpt":0.4956821485483958,"score_spread":0.3559329851218023,"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."}}