{"id":"W3003752365","doi":"10.21037/atm.2020.01.47","title":"Diabetes improvement and bariatric surgery—review of laparoscopic Roux-en-Y gastric bypass vs. laparoscopic vertical sleeve gastrectomy","year":2020,"lang":"en","type":"review","venue":"Annals of Translational Medicine","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Saskatchewan","funders":"","keywords":"Medicine; Roux-en-Y anastomosis; Sleeve gastrectomy; Gastric bypass; Obesity; Diabetes mellitus; Weight loss; Type 2 Diabetes Mellitus; Surgery; Type 2 diabetes; General surgery; Laparoscopy; Management of obesity; Laparoscopic surgery; Gastric banding; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001417847,0.0007210445,0.006718967,0.0006802757,0.00004960285,0.000006296896,0.0002198827,0.0003548463,0.0005633853],"category_scores_gemma":[0.001612008,0.0005130701,0.00095554,0.001498964,0.0002822155,0.0001113128,0.00005389338,0.0006146078,0.00001121307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003045293,"about_ca_system_score_gemma":0.0009033974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002495634,"about_ca_topic_score_gemma":0.000001051376,"domain_scores_codex":[0.9945938,0.0003794614,0.002725786,0.0006630414,0.001103652,0.000534287],"domain_scores_gemma":[0.9937007,0.004328931,0.0006970201,0.0004359682,0.0003514877,0.0004858593],"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":[0.0001411901,0.0002746267,0.009873693,0.3224523,0.001687821,0.00003737634,0.00006941463,2.134734e-7,0.0000168296,0.0002974762,0.007782154,0.6573669],"study_design_scores_gemma":[0.003307723,0.001855313,0.01207449,0.2696551,0.01356765,0.00009513442,0.00001627212,0.00002560854,0.0001610112,0.0002156601,0.6982329,0.0007930791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008562601,0.9818027,0.00003387671,0.01507029,0.0005039833,0.00140185,0.0001425891,0.00003855579,0.0001498762],"genre_scores_gemma":[0.002458356,0.993893,0.0001893415,0.00199368,0.0006822663,0.00009188346,0.0005893831,0.00006439733,0.00003774167],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6904508,"threshold_uncertainty_score":0.9997321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06391955875511411,"score_gpt":0.3504490776418273,"score_spread":0.2865295188867132,"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."}}