{"id":"W4366997879","doi":"10.1111/bdi.13329","title":"Prevention of mania in a primigravida at ultra‐high risk of postpartum recurrence","year":2023,"lang":"en","type":"article","venue":"Bipolar Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; St Joseph's Health Care; Parkwood Institute; Western University","funders":"","keywords":"Mania; Medicine; Obstetrics; Bipolar disorder; Psychiatry; Psychology; Mood","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002508864,0.0001633473,0.0003483636,0.0002898207,0.00003986841,0.000002732816,0.0000973905,0.0001009198,0.00008571784],"category_scores_gemma":[0.0001072325,0.0001481305,0.0001742148,0.0007241765,0.00009665622,0.00005540121,0.00004284673,0.0001398294,0.00005626357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005151317,"about_ca_system_score_gemma":0.00007365292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002034526,"about_ca_topic_score_gemma":0.007508142,"domain_scores_codex":[0.998684,0.00009696262,0.0003911756,0.0002787797,0.0002857049,0.0002633774],"domain_scores_gemma":[0.9992684,0.00007207287,0.0001931975,0.0003508617,0.00004558802,0.00006993915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002188421,0.00059763,0.9117875,0.0002699739,0.0001242611,0.000001851239,0.0006416884,0.00001177763,0.001813971,0.0001753747,0.0001050646,0.08425208],"study_design_scores_gemma":[0.002180923,0.0006174952,0.9846267,0.0002056288,0.0001925481,0.000004069687,0.0002131786,0.00004818664,0.004984922,0.001023818,0.005781026,0.0001215088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829702,0.01549269,0.00004108709,0.0002633368,0.00009220637,0.0006664253,0.0001035486,0.00005275499,0.0003177304],"genre_scores_gemma":[0.9665124,0.03267696,0.0001789215,0.00000663661,0.000008703851,0.00003591326,0.0001918815,0.00002329558,0.0003652734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08413057,"threshold_uncertainty_score":0.6040587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249306173468972,"score_gpt":0.2644610887815064,"score_spread":0.2519680270468167,"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."}}