{"id":"W1971140546","doi":"10.1111/bdi.12140","title":"A prospective study of diagnostic conversion of major depressive disorder to bipolar disorder in pregnancy and postpartum","year":2013,"lang":"en","type":"article","venue":"Bipolar Disorders","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Hospital; London Health Sciences Centre; Lakehead University; St Joseph's Health Care; Western University","funders":"","keywords":"Bipolar disorder; Hypomania; Bipolar II disorder; Bipolar I disorder; Major depressive disorder; Psychiatry; Research Diagnostic Criteria; Psychology; Childbirth; Spectrum disorder; Postpartum period; Pregnancy; Medicine; Pediatrics; Mania; Mood; Schizophrenia (object-oriented programming)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001052757,0.0002648579,0.0005417005,0.0003116738,0.00007769935,0.00001006235,0.0001383289,0.0001009311,0.0001114144],"category_scores_gemma":[0.000317647,0.0002309026,0.00006190472,0.0003839877,0.0001106262,0.0001842837,0.0001597703,0.0002093029,0.00002272775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003839585,"about_ca_system_score_gemma":0.00005018719,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007589472,"about_ca_topic_score_gemma":0.001385992,"domain_scores_codex":[0.9981598,0.0001260171,0.0005706167,0.000436787,0.000329119,0.0003776723],"domain_scores_gemma":[0.9988225,0.0002874241,0.0002026651,0.0003626823,0.0001077803,0.000216968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003378385,0.00215237,0.9828064,0.002864923,0.00006460329,0.000006000985,0.003481128,0.00001114569,0.0002115961,0.00004985286,0.000009173282,0.008005009],"study_design_scores_gemma":[0.005244467,0.00274679,0.9835891,0.004400092,0.00009122734,0.000006179839,0.001978973,0.00004160156,0.001159267,0.0001381589,0.0003866555,0.0002174574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443469,0.05019344,0.00002909775,0.000372227,0.000116935,0.004837481,0.0000273378,0.00002566192,0.00005090452],"genre_scores_gemma":[0.9941706,0.005017874,0.00008666424,0.00006614818,0.00001044767,0.0004757724,0.000009591246,0.00003759928,0.0001253215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04982367,"threshold_uncertainty_score":0.9990191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00765412381229804,"score_gpt":0.2584913202544014,"score_spread":0.2508371964421034,"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."}}