{"id":"W3129598186","doi":"10.1007/s11695-021-05288-y","title":"Implications of Technical Factors in Development of Early Sleeve Stenosis After Laparoscopic Sleeve Gastrectomy: an Analysis Using the Metabolic and Bariatric Surgery Accreditation and Quality Improvement Program Database","year":2021,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Sleeve gastrectomy; Accreditation; Surgery; Stenosis; Laparoscopy; General surgery; Gastric bypass; Quality management; Weight loss; Obesity; Internal medicine; Operations management; Medical education","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":[0.001824165,0.0002066903,0.001086804,0.0006123336,0.00009634662,0.00003044842,0.00005816407,0.0001180232,0.00003329117],"category_scores_gemma":[0.0005537202,0.0001600111,0.0002348123,0.001907377,0.000105423,0.0002406112,0.0001244558,0.0001677676,1.66594e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000069138,"about_ca_system_score_gemma":0.0005791722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007192934,"about_ca_topic_score_gemma":0.0006188496,"domain_scores_codex":[0.9975883,0.0003407938,0.001033722,0.0004317922,0.0003223342,0.0002830618],"domain_scores_gemma":[0.9968655,0.001858812,0.0003793612,0.0005101903,0.0002331375,0.0001530693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007992938,0.0005591179,0.9855459,0.0001470317,0.0003409659,0.000004937775,0.0005924528,0.000001982443,0.005219067,0.00002056726,0.000004009744,0.007484014],"study_design_scores_gemma":[0.0002020499,0.00001730124,0.9842563,0.00004677464,0.000951717,0.000002903516,0.0005019678,0.00001915655,0.01383279,0.00001187723,0.00001539655,0.000141771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983218,0.0006594656,0.0003115209,0.0001210627,0.00009317252,0.0003905983,0.00006993025,0.00002779987,0.00000466546],"genre_scores_gemma":[0.9961688,0.0001815758,0.003290965,0.00004381005,0.00003020954,0.00006699144,0.0001997053,0.00001308456,0.000004845078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008613723,"threshold_uncertainty_score":0.6525061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05411241568423435,"score_gpt":0.3269112727967391,"score_spread":0.2727988571125048,"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."}}