{"id":"W4409799478","doi":"10.3390/ijerph22050684","title":"The Perinatal Multisite Psychiatry Databank: A Cohort Update","year":2025,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Centre Hospitalier Universitaire Sainte-Justine; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Institut Universitaire en Santé Mentale de Québec; Université de Montréal; McGill University; McGill University Health Centre; St Mary's Hospital Centre; Centre intégré universitaire de santé et de services sociaux de la Capitale-Nationale; Jewish General Hospital; Douglas Mental Health University Institute; Centre Hospitalier de l’Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean","funders":"Lady Davis Institute for Medical Research; Fonds de Recherche du Québec - Santé","keywords":"Perinatal period; Medicine; Psychosocial; Anxiety; Context (archaeology); Mental health; Psychiatry; Comorbidity; Depression (economics); Postpartum period; Perinatal medicine; Cohort; Pregnancy; Postpartum depression; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.004806962,0.0005644528,0.00100484,0.008228226,0.001427864,0.002310799,0.002076297,0.0007384096,0.005549206],"category_scores_gemma":[0.014514,0.0007493533,0.0007946384,0.0156377,0.0002825777,0.001277703,0.002408976,0.00140348,0.001909529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006237457,"about_ca_system_score_gemma":0.01359007,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6562683,"about_ca_topic_score_gemma":0.6563299,"domain_scores_codex":[0.9976807,0.0003764355,0.0004096564,0.0004063095,0.000806304,0.0003206806],"domain_scores_gemma":[0.9857646,0.001501807,0.001901611,0.002045837,0.00712985,0.001656446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007360111,0.0001993059,0.8001232,0.001262372,0.0004521967,0.0004791863,0.001092771,0.0001458504,0.0005886735,0.0009578695,0.1406275,0.0533349],"study_design_scores_gemma":[0.0001503666,0.00005199629,0.9352767,0.0007829585,0.0001820066,0.0003816101,0.0006397422,0.0002103531,0.0001985413,0.00009718291,0.06198931,0.00003914811],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1552039,0.005203009,0.001593694,0.001374702,0.0001715534,0.002774551,0.8276981,0.0001824695,0.005798101],"genre_scores_gemma":[0.1668971,0.008000926,0.006445731,0.001035376,0.0001365552,0.005282606,0.8078,0.0001730234,0.004228629],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6562683,"threshold_uncertainty_score":0.691512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03508615702626035,"score_gpt":0.4022346537936922,"score_spread":0.3671484967674319,"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."}}