{"id":"W2603483181","doi":"10.1111/cob.12189","title":"Type 2 diabetes remission rates 1‐year post‐Roux‐en‐Y gastric bypass and validation of the <scp>DiaRem</scp> score: the Ontario Bariatric Network experience","year":2017,"lang":"en","type":"article","venue":"Clinical Obesity","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton General Hospital; McMaster University","funders":"","keywords":"Medicine; Gastric bypass; Diabetes mellitus; Type 2 diabetes; Roux-en-Y anastomosis; Surgery; Internal medicine; Insulin; Obesity; Weight loss; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001558919,0.0001779307,0.0002762277,0.0005238973,0.0006352073,0.0004728125,0.0005673468,0.0002335561,0.0004807356],"category_scores_gemma":[0.004237016,0.0001647836,0.0002690661,0.0009353248,0.0004266066,0.0003164101,0.0005341616,0.0002685934,0.0001241719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004232793,"about_ca_system_score_gemma":0.002480909,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5682029,"about_ca_topic_score_gemma":0.6917004,"domain_scores_codex":[0.9991201,0.0001301856,0.00005572544,0.0001290412,0.0004211467,0.0001438411],"domain_scores_gemma":[0.9975073,0.000309653,0.0007661143,0.0001405018,0.000911003,0.0003654102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001117744,0.00002004672,0.9947502,0.00001228429,0.00002020501,0.00003952625,0.0002477001,0.00003841695,0.00009214949,0.00001418221,0.0002065249,0.004446882],"study_design_scores_gemma":[0.00000539032,0.00003038164,0.9994007,0.000005786632,0.00001173721,0.00004368407,0.0000817769,0.00009420231,0.00002488091,0.000003452797,0.0002954136,0.000002475879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973902,0.0004225913,0.00006852406,0.00008749545,0.000004858589,0.0000261223,0.0005168222,0.000003044705,0.001480394],"genre_scores_gemma":[0.9986628,0.0002722733,0.0001074123,0.00002324558,0.000008103787,0.00001087629,0.0006115153,0.000001581213,0.0003021034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5682029,"threshold_uncertainty_score":0.8686802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04107973569711768,"score_gpt":0.3218837816637917,"score_spread":0.2808040459666741,"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."}}