{"id":"W4406267720","doi":"10.1016/j.jadr.2025.100873","title":"Effect of optimized treatment on the postpartum recurrence in women with bipolar I disorder: A case series","year":2025,"lang":"en","type":"article","venue":"Journal of Affective Disorders Reports","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; Parkwood Institute; Western University","funders":"","keywords":"Bipolar disorder; Series (stratigraphy); Medicine; Obstetrics; Psychiatry; Geology; Lithium (medication); Paleontology","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":[0.0007840442,0.0003094328,0.000819876,0.0003693383,0.00009574677,0.00001636792,0.00005919244,0.00007693705,0.00002518538],"category_scores_gemma":[0.0003555433,0.0001536494,0.0002044872,0.0006134461,0.0001695835,0.0001161945,0.00002250233,0.0002867487,5.27177e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003648268,"about_ca_system_score_gemma":0.0003281319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003032607,"about_ca_topic_score_gemma":0.0007126838,"domain_scores_codex":[0.9982263,0.0003727671,0.0005686127,0.000251931,0.0003014114,0.0002789971],"domain_scores_gemma":[0.9982748,0.0005622806,0.0005442907,0.0003713421,0.0001533519,0.00009391579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02407227,0.003518986,0.7501817,0.0003188924,0.00205249,0.007588577,0.002966349,0.0003829486,0.0001639435,0.00008268472,0.00008094044,0.2085903],"study_design_scores_gemma":[0.05496086,0.2368587,0.5532635,0.006167176,0.003921479,0.08305214,0.01185386,0.0001446733,0.03394225,0.001962706,0.01272337,0.001149297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884605,0.007705511,0.00009357282,0.001365704,0.0001533636,0.001328182,0.00000520655,0.00001038806,0.0008775716],"genre_scores_gemma":[0.9981679,0.00146153,0.00006922335,0.0000375741,0.00001267836,0.0001353839,0.000002394938,0.00001908718,0.00009427961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2333398,"threshold_uncertainty_score":0.6265641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00461612815322977,"score_gpt":0.261255355135005,"score_spread":0.2566392269817753,"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."}}