{"id":"W1976526542","doi":"10.1111/bdi.12109","title":"The effect of bariatric surgery on psychiatric course among patients with bipolar disorder","year":2013,"lang":"en","type":"article","venue":"Bipolar Disorders","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute of Mental Health; Bristol-Myers Squibb","keywords":"Medicine; Bipolar disorder; Hazard ratio; Confidence interval; Psychiatry; Obesity; Mood; Internal medicine","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":[0.0006017921,0.0003774101,0.0006320188,0.0003280345,0.0003250945,0.00003849679,0.0001933479,0.0001701531,0.000172843],"category_scores_gemma":[0.0004049448,0.0002030904,0.0003935212,0.001178746,0.0002266833,0.000182832,0.00003945813,0.0003514689,0.0001124931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003118299,"about_ca_system_score_gemma":0.0001143905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007970897,"about_ca_topic_score_gemma":0.0001308105,"domain_scores_codex":[0.9976278,0.0002819413,0.0005118829,0.0003773264,0.0006409277,0.0005601062],"domain_scores_gemma":[0.9964734,0.002199039,0.0003133086,0.000693235,0.0001168281,0.0002042287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003638723,0.0002830126,0.8762439,0.0000826641,0.0002003959,7.030359e-7,0.00002654575,0.000008894107,0.000001505313,0.00003641737,0.003501521,0.1192506],"study_design_scores_gemma":[0.001968803,0.0008837159,0.9583268,0.0000350757,0.00038506,0.000001172484,0.00003429542,0.00003868212,0.00002414346,0.00002617122,0.0380307,0.0002454299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785604,0.01824419,0.00003342644,0.0007680666,0.0006916042,0.001402274,0.00001072197,0.00008300246,0.0002062639],"genre_scores_gemma":[0.9971889,0.002108598,0.00003120875,0.0001193749,0.00009694638,0.0001025651,0.00004399081,0.00006863198,0.0002398108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1190051,"threshold_uncertainty_score":0.8281788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003313280078855466,"score_gpt":0.2050465194693054,"score_spread":0.2017332393904499,"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."}}