{"id":"W4399516729","doi":"10.1007/s11695-024-07353-8","title":"Prevalence, Indications, and Complications of Conversional Surgery After Vertical Banded Gastroplasty: A MBSAQIP Analysis","year":2024,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Alberta","funders":"","keywords":"Medicine; Surgery; Mortality rate; General surgery","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":[0.0007516949,0.0002127871,0.0003037184,0.002367344,0.000212893,0.0005218257,0.0004367374,0.0002686068,0.001296293],"category_scores_gemma":[0.00234863,0.0002482062,0.0006026579,0.001773743,0.0001846461,0.0004206311,0.0008062238,0.0002996218,0.0002084841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003554476,"about_ca_system_score_gemma":0.0002963408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004999492,"about_ca_topic_score_gemma":0.004473009,"domain_scores_codex":[0.9994041,0.00008745533,0.0001207704,0.0001414416,0.0001565874,0.00008964034],"domain_scores_gemma":[0.9978523,0.0003149287,0.001203573,0.0001089758,0.0002876028,0.000232629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004285488,0.000005296362,0.9990321,0.00001596312,0.00002909268,0.00003315949,0.00001976052,0.00001540301,0.00004920769,0.000006317816,0.00008151202,0.0006693556],"study_design_scores_gemma":[0.000001854666,0.00002704091,0.9994368,0.00001228652,0.00001774279,0.0001844741,0.00008197592,0.0001008264,0.00001927833,0.000004740546,0.0001111832,0.000001820171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964546,0.0005146558,0.00008358848,0.000031396,0.000003680489,0.00001331347,0.002563632,0.000003740146,0.0003314022],"genre_scores_gemma":[0.9962538,0.0003157795,0.0001004713,0.0000219566,0.00001003029,0.00001880555,0.003195138,0.000002958306,0.0000809845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004999492,"threshold_uncertainty_score":0.009940803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01593917691846474,"score_gpt":0.2510810331876804,"score_spread":0.2351418562692156,"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."}}