{"id":"W4391777867","doi":"10.1097/js9.0000000000001139","title":"Preoperative duration of type 2 diabetes mellitus and remission after Roux-en-Y gastric bypass: a single center long-term cohort study","year":2024,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Nutrition, Metabolism and Diabetes","funders":"","keywords":"Medicine; Glycemic; Type 2 Diabetes Mellitus; Roux-en-Y anastomosis; Cohort; Internal medicine; Retrospective cohort study; Quartile; Gastric bypass; Single Center; Surgery; Type 2 diabetes; Diabetes mellitus; Gastroenterology; Obesity; Weight loss; Insulin; Confidence interval; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008591293,0.0001276242,0.0003887895,0.0005077488,0.00001706383,0.00006686891,0.00006413086,0.00006012985,0.0002283088],"category_scores_gemma":[0.000475807,0.00009060113,0.0001660602,0.0002080134,0.00003317734,0.000366412,0.00003964219,0.000201873,0.00000472508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001133872,"about_ca_system_score_gemma":0.0001518071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003650355,"about_ca_topic_score_gemma":0.000001215123,"domain_scores_codex":[0.9983172,0.0001211564,0.0007288399,0.0001537968,0.0005612519,0.000117785],"domain_scores_gemma":[0.9982695,0.000774236,0.0002313545,0.00008301276,0.0005494279,0.00009249818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005826029,0.0004762336,0.9863595,0.00006117603,0.0007983504,0.0006933844,0.0004043391,0.000001989829,0.001616859,0.000004741997,0.0006098971,0.008390979],"study_design_scores_gemma":[0.0003987291,0.0002068474,0.9959767,0.0007651631,0.0002013702,0.000480292,0.00008071018,0.00005529773,0.001496574,0.00001902833,0.0002405509,0.00007876059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927959,0.003766504,0.00009532931,0.0007620048,0.002328301,0.0001537396,0.00000756435,0.0000122806,0.00007841839],"genre_scores_gemma":[0.9983291,0.0007272697,0.00007442573,0.00009213582,0.0005467984,0.000004071824,0.00001428527,0.0000148396,0.0001970694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009617229,"threshold_uncertainty_score":0.3694607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02040870539203667,"score_gpt":0.2892571027574784,"score_spread":0.2688483973654417,"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."}}