{"id":"W4309507744","doi":"10.1186/s12916-022-02659-9","title":"Longitudinal risk of maternal hospitalization for mental illness following preterm birth","year":2022,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Université de Montréal; McGill University; Institut National de Santé Publique du Québec; Centre Hospitalier Universitaire Sainte-Justine","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research","keywords":"Medicine; Mental illness; Longitudinal study; Obstetrics; Maternal morbidity; Premature birth; Pregnancy; Psychiatry; Pediatrics; Emergency medicine; Mental health; Gestational age","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":[0.001389658,0.0001546005,0.000217089,0.0005960714,0.0004987512,0.0004766151,0.000540701,0.0003770323,0.001276935],"category_scores_gemma":[0.005362917,0.0002222243,0.0005945318,0.0008515393,0.0001972941,0.0002635826,0.0005404596,0.0009134219,0.0001318781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001706325,"about_ca_system_score_gemma":0.001867814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2883421,"about_ca_topic_score_gemma":0.2447535,"domain_scores_codex":[0.9994804,0.0001230646,0.00002738161,0.0001003064,0.000097346,0.0001715257],"domain_scores_gemma":[0.9971632,0.0004075421,0.001173462,0.0002247275,0.0006006595,0.0004303587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004860633,0.000008016225,0.9989271,0.000005028285,0.00004066288,0.00003186557,0.00005032164,0.00005494478,0.00004634852,0.00001528994,0.00009964615,0.0006721605],"study_design_scores_gemma":[0.0000021717,0.00002700448,0.9994124,0.00001067602,0.00002233263,0.00007019435,0.00007052468,0.0002464412,0.0000195577,0.00002319951,0.00009269039,0.000002747326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972385,0.0004645918,0.0001869405,0.0001967881,0.000008829427,0.00001039548,0.00153832,0.000006138345,0.0003494234],"genre_scores_gemma":[0.9983395,0.0002587913,0.0001259773,0.00003401839,0.000005264314,0.00001232683,0.001021643,0.000001890499,0.0002005904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2883421,"threshold_uncertainty_score":0.5733277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02447226630771301,"score_gpt":0.3102465862236426,"score_spread":0.2857743199159296,"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."}}