{"id":"W3202009574","doi":"10.1016/j.soard.2021.09.015","title":"Comment on: Trends in early postoperative major adverse cardiovascular and cerebrovascular events associated with bariatric surgery: an analysis of the Metabolic and Bariatric Surgery Accreditation and Quality Improvement Program (MBSAQIP) data registry","year":2021,"lang":"en","type":"letter","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Institute of Mining, Metallurgy and Petroleum; Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Medicine; Accreditation; Adverse effect; Surgery; Sleeve gastrectomy; Gastric bypass; General surgery; Obesity; Weight loss; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004185075,0.000803737,0.001604017,0.001561286,0.002626627,0.002839129,0.001764602,0.02550102,0.005325281],"category_scores_gemma":[0.0270845,0.0008589555,0.001419305,0.00240847,0.001225407,0.002125965,0.001281188,0.01768173,0.006621519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003499041,"about_ca_system_score_gemma":0.006376488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02051027,"about_ca_topic_score_gemma":0.02632816,"domain_scores_codex":[0.9957209,0.0008396196,0.001033938,0.0006099465,0.001160227,0.0006352625],"domain_scores_gemma":[0.9829614,0.008154418,0.002273893,0.0005751676,0.00395194,0.002083271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000111482,0.00004994462,0.0077002,0.00007388646,0.00004147846,0.000585751,0.00009970997,0.00006083939,0.0001299934,0.0003395615,0.9864424,0.00436468],"study_design_scores_gemma":[0.0006375465,0.0003748114,0.05320803,0.001362503,0.0003652859,0.001978162,0.002224995,0.00259948,0.000992393,0.004197301,0.9317188,0.0003406593],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003014863,0.0004273001,0.0001413864,0.9655133,0.02634527,0.00004320431,0.001658458,0.0001037066,0.002752479],"genre_scores_gemma":[0.006057349,0.0003939339,0.00027104,0.9686137,0.01998146,0.0001010275,0.0004605319,0.00003681712,0.004084075],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02550102,"threshold_uncertainty_score":0.04078174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03014014339447447,"score_gpt":0.2715141286487781,"score_spread":0.2413739852543036,"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."}}