{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005349727,0.0001401158,0.0003611057,0.0001171158,0.0002539923,0.000003115701,0.0001090401,0.00003019026,0.0005091291],"category_scores_gemma":[0.00008657778,0.0001134758,0.0001160568,0.0001231202,0.00005196855,0.0000521427,0.00007157172,0.0001210672,0.000002278328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000185,"about_ca_system_score_gemma":0.00005941278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001678419,"about_ca_topic_score_gemma":0.000008919991,"domain_scores_codex":[0.9985088,0.00007719061,0.000449863,0.0002434316,0.0004778484,0.0002429248],"domain_scores_gemma":[0.9992718,0.00008765359,0.0002577325,0.000221438,0.00003575752,0.0001256653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001812237,0.0001139328,0.991145,0.003682807,0.0000794581,0.00002393967,0.001253701,0.00002360863,0.0004512215,0.0002684192,0.0002537927,0.0008919272],"study_design_scores_gemma":[0.01028488,0.005166334,0.9622758,0.004139259,0.0004497953,0.000248943,0.0008263995,0.001577139,0.01009763,0.0004013938,0.004264801,0.0002676006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993574,0.001098489,0.001520937,0.0002596988,0.002030128,0.001054437,0.0001194239,0.00004283622,0.0003000766],"genre_scores_gemma":[0.9972377,0.00009064032,0.0005394006,0.0001484914,0.000244908,0.0002072707,0.0001223389,0.00002699945,0.001382297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02886913,"threshold_uncertainty_score":0.5574607,"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."}}