{"id":"W3020626199","doi":"10.1371/journal.pone.0231940","title":"Epidemiology of postnatal depression and its associated factors in Africa: A systematic review and meta-analysis","year":2020,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":119,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publication bias; Medicine; Meta-analysis; Funnel plot; PsycINFO; MEDLINE; Epidemiology; Psychological intervention; Odds ratio; Depression (economics); Observational study; Strengthening the reporting of observational studies in epidemiology; Psychiatry; Reporting bias; Demography; Pediatrics; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0154668,0.002770836,0.01966314,0.009072322,0.0007909687,0.003817231,0.002137733,0.002126884,0.003130632],"category_scores_gemma":[0.03543461,0.001765183,0.03553334,0.009616857,0.0006810773,0.001963588,0.001885125,0.001854007,0.0002154147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003047367,"about_ca_system_score_gemma":0.005493035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008460502,"about_ca_topic_score_gemma":0.01591363,"domain_scores_codex":[0.9895177,0.004482663,0.003394746,0.001057252,0.001155472,0.0003921879],"domain_scores_gemma":[0.9778145,0.01614573,0.003663062,0.0005808871,0.001554292,0.0002415534],"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":[0.00101351,0.00003171562,0.006300893,0.5520258,0.4251698,0.0001430585,0.0001225154,0.0004538268,0.0001334888,0.0001407692,0.000609045,0.01385565],"study_design_scores_gemma":[0.0003480036,0.0001745026,0.006071499,0.06656917,0.924112,0.0001531452,0.00008488524,0.0002236258,0.0000951693,0.0001790353,0.001961853,0.00002715544],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00316478,0.995259,0.0004152084,0.0001747657,0.00008223318,0.0003058756,0.0004438447,0.00001584678,0.0001384029],"genre_scores_gemma":[0.1044844,0.8896352,0.00261846,0.0005825743,0.0001871258,0.00149609,0.0007791075,0.00002173576,0.0001953003],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01966314,"threshold_uncertainty_score":0.08179718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3374334620297731,"score_gpt":0.3843643702455728,"score_spread":0.04693090821579965,"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."}}