{"id":"W3020662733","doi":"10.1016/j.psym.2020.04.011","title":"Psychiatric Management of Bariatric Surgery Patients: A Review of Psychopharmacological and Psychological Treatments and Their Impact on Postoperative Mental Health and Weight Outcomes","year":2020,"lang":"en","type":"review","venue":"Psychosomatics","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Addiction and Mental Health; University of Toronto; Toronto Western Hospital; Toronto Metropolitan University; University Health Network","funders":"","keywords":"Mental health; Psychiatry; Medicine; Psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004577313,0.0009101249,0.005469208,0.0004177588,0.00009567129,0.0000154268,0.0001392408,0.0002750552,0.00008838039],"category_scores_gemma":[0.00008733369,0.0004671695,0.0008416598,0.0008507519,0.0001505865,0.0000608979,0.0001015779,0.000406905,0.000005186663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001062796,"about_ca_system_score_gemma":0.0001079483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003249302,"about_ca_topic_score_gemma":6.638638e-8,"domain_scores_codex":[0.9959178,0.0005210117,0.002013768,0.0007664421,0.0004021952,0.0003788084],"domain_scores_gemma":[0.996716,0.0009253331,0.001320636,0.0004401258,0.00006933247,0.0005286033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003204043,0.002335735,0.0360683,0.1194117,0.002711692,0.00001592597,0.0002028023,5.765586e-9,5.5296e-8,0.00007119423,0.009266575,0.8295956],"study_design_scores_gemma":[0.01728344,0.01754973,0.2886838,0.2686455,0.0153149,0.0007217653,0.0003219323,0.00001418649,9.023192e-7,0.0003798409,0.3882897,0.002794272],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01355715,0.9802689,0.000004200649,0.001603955,0.0005353707,0.003409944,0.0003532805,0.00003438187,0.0002328437],"genre_scores_gemma":[0.0008276707,0.9959022,0.0009097233,0.001913697,0.0000555642,0.00009481329,0.0002174452,0.00005122112,0.00002770738],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8268014,"threshold_uncertainty_score":0.999778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05642684274550762,"score_gpt":0.3952279349047161,"score_spread":0.3388010921592085,"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."}}