{"id":"W2040376527","doi":"10.1007/s11695-015-1599-5","title":"Long-Term Metabolic Outcomes 5 to 20 Years After Biliopancreatic Diversion","year":2015,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":150,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; Université Laval","funders":"Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval; Université Laval","keywords":"Medicine; Biliopancreatic Diversion; Duodenal switch; Weight loss; Dyslipidemia; Diabetes mellitus; Population; Surgery; Mortality rate; Pediatrics; Obesity; Gastric bypass; Internal medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000758482,0.0002247513,0.0008441686,0.0004356779,0.00004897068,0.0000309794,0.00009214606,0.0001244774,0.000485686],"category_scores_gemma":[0.0006737311,0.0001856159,0.0003857288,0.0005335929,0.0000400187,0.0001773826,0.0001365098,0.0001545911,0.00143313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007466758,"about_ca_system_score_gemma":0.0001910684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009288983,"about_ca_topic_score_gemma":0.00002641997,"domain_scores_codex":[0.9982907,0.0001056547,0.0003392062,0.0003496094,0.0004932893,0.000421553],"domain_scores_gemma":[0.9981634,0.0005073788,0.00006961412,0.0005165798,0.0001079278,0.0006350846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002497729,0.0001845845,0.9827309,0.00003371637,0.0001117302,0.0006050399,0.0002057673,9.307016e-7,0.00002452417,0.000008208488,0.01220345,0.003641347],"study_design_scores_gemma":[0.0004205242,0.00002499755,0.9919945,0.00005042935,0.0002668024,0.00004031454,0.00003762375,0.000001500358,0.000268928,0.00001748085,0.006660327,0.0002165761],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957885,0.0008511121,0.00003318338,0.001180232,0.001283329,0.0002743689,0.00001456701,0.0001348585,0.0004399076],"genre_scores_gemma":[0.9919698,0.00006208928,0.000196077,0.002290077,0.0002443723,0.00002116753,0.00002888349,0.00002789853,0.005159588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009263572,"threshold_uncertainty_score":0.9993443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03106292334474961,"score_gpt":0.2675609542007699,"score_spread":0.2364980308560203,"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."}}