{"id":"W4293093318","doi":"10.1007/s11695-022-06002-2","title":"The United States Experience with One Anastomosis Gastric Bypass at MBSAQIP-Accredited Centers","year":2022,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Gastric bypass; Surgery; Anastomosis; Complication; Sleeve gastrectomy; General surgery; Cohort; Observational study; Accreditation; Weight loss; Obesity; 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":[],"consensus_categories":[],"category_scores_codex":[0.000737461,0.0002253875,0.0004524002,0.0003544161,0.001179075,0.00004185641,0.000175813,0.00004477832,0.0006809121],"category_scores_gemma":[0.0002162822,0.0001618536,0.000190498,0.002005595,0.000161193,0.00009918376,0.0002357424,0.0003252124,0.0000225126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003112862,"about_ca_system_score_gemma":0.000142956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005228766,"about_ca_topic_score_gemma":0.0000354599,"domain_scores_codex":[0.9976553,0.0002783907,0.000372758,0.000368124,0.0007399114,0.0005855648],"domain_scores_gemma":[0.9970351,0.001883944,0.0001971504,0.0005423006,0.0001040173,0.0002374292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001061432,0.0003065908,0.9649221,0.0000235917,0.0001540633,0.0002274411,0.0005611631,0.0000647829,0.0001270945,0.00001718869,0.03157488,0.0009596796],"study_design_scores_gemma":[0.0007539245,0.0001680177,0.8615559,0.00004198154,0.0001634836,0.0002955851,0.002932702,0.000308489,0.0008854456,0.00001030011,0.1325398,0.0003443997],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954037,0.0002806743,0.00006800555,0.002951163,0.0006965119,0.0002517541,0.0000368903,0.0001583238,0.0001529544],"genre_scores_gemma":[0.995283,0.0003436997,0.00006780653,0.001973232,0.0001166963,0.00009857479,0.00037598,0.00003382668,0.001707156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1033662,"threshold_uncertainty_score":0.9068612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02278682072689383,"score_gpt":0.2304192410844682,"score_spread":0.2076324203575743,"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."}}