{"id":"W4409715091","doi":"10.3390/environments12040112","title":"The Role of the Home Environment in Perinatal Depression: A Systematic Review and Meta-Analysis of Observational Epidemiological Studies","year":2025,"lang":"en","type":"review","venue":"Environments","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Alberta","funders":"University of Alberta; Women and Children's Health Research Institute; Children's Health Research Institute","keywords":"Observational study; Meta-analysis; Epidemiology; Depression (economics); Medicine; Systematic review; Psychiatry; Environmental health; Psychology; MEDLINE; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.0169303,0.002203829,0.01343215,0.007164305,0.0007132721,0.003258927,0.002168997,0.001819574,0.002306851],"category_scores_gemma":[0.05169785,0.001446341,0.02501304,0.01047024,0.000730106,0.001674741,0.001805249,0.00169574,0.0002128932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00266281,"about_ca_system_score_gemma":0.006459103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008937528,"about_ca_topic_score_gemma":0.02023058,"domain_scores_codex":[0.987744,0.005434752,0.004366794,0.0009530031,0.001194431,0.0003069944],"domain_scores_gemma":[0.9668856,0.025689,0.004264401,0.000874971,0.002039314,0.000246652],"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":[0.0007551468,0.00002966636,0.006520431,0.6568145,0.312066,0.0001652908,0.0001401376,0.0004463942,0.0001695932,0.0001772533,0.0006978349,0.02201778],"study_design_scores_gemma":[0.0002950881,0.0001835824,0.007273743,0.08318668,0.9053914,0.000166362,0.00009109142,0.0001738166,0.00014616,0.0002563902,0.002807888,0.00002785275],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002079035,0.9967463,0.000373496,0.0001410529,0.00008032433,0.0001589039,0.0002825031,0.00001022754,0.0001282614],"genre_scores_gemma":[0.05461705,0.9418859,0.001666291,0.0004448277,0.0001229855,0.0006424699,0.0005017556,0.00001152709,0.0001072889],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9865679,"threshold_uncertainty_score":0.08953702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1465616561121576,"score_gpt":0.3942900302422954,"score_spread":0.2477283741301378,"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."}}