{"id":"W2161194942","doi":"10.1016/j.soard.2014.11.017","title":"The rationale for a duodenal switch as the primary surgical treatment of advanced type 2 diabetes mellitus and metabolic disease","year":2014,"lang":"en","type":"review","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Medicine; Type 2 Diabetes Mellitus; Surgery; Gastric bypass; Sleeve gastrectomy; Metabolic disease; Disease; Diabetes mellitus; Type 2 diabetes; Duodenal switch; Roux-en-Y anastomosis; Weight loss; Obesity; Internal medicine; Endocrinology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001795147,0.0007625169,0.002292233,0.001871397,0.0003118077,0.001568417,0.001241514,0.001997927,0.004866369],"category_scores_gemma":[0.002951653,0.0003343337,0.001758997,0.001519093,0.0008607605,0.001410715,0.0005947982,0.004048089,0.001120337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008690365,"about_ca_system_score_gemma":0.001707145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00139037,"about_ca_topic_score_gemma":0.003113836,"domain_scores_codex":[0.9993736,0.0001813896,0.0001439323,0.0001195883,0.0001446554,0.0000368497],"domain_scores_gemma":[0.9985816,0.001024231,0.000190845,0.00002108431,0.0001457407,0.00003656686],"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":[0.0005410709,0.0001588926,0.0007410247,0.08135711,0.0014874,0.0004170612,0.00009318046,0.000586213,0.001080415,0.01371777,0.02716746,0.8726524],"study_design_scores_gemma":[0.0006599754,0.0005795357,0.004331931,0.09992018,0.004715872,0.004192428,0.000280193,0.0004310475,0.0007310001,0.01260446,0.8714349,0.000118538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001301752,0.9980844,0.00009085199,0.000965377,0.0002480596,0.000005436355,0.00002077972,0.000002393704,0.0004524793],"genre_scores_gemma":[0.002331365,0.9948225,0.0004726629,0.001668751,0.0003770099,0.00001214894,0.00003746056,0.000001780307,0.0002763738],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004866369,"threshold_uncertainty_score":0.01627958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02007127843659171,"score_gpt":0.2857968694647413,"score_spread":0.2657255910281495,"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."}}