{"id":"W4400962255","doi":"10.1007/s11695-024-07395-y","title":"Metabolic and Bariatric Surgeon Criteria—An International Experts’ Consensus","year":2024,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean","funders":"","keywords":"Medicine; Delphi method; Delphi; Multidisciplinary approach; Curriculum; Medical education; Commit; Consensus conference","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":[0.04539311,0.00136833,0.003205017,0.009382494,0.002734711,0.005723011,0.008119553,0.007142677,0.004480661],"category_scores_gemma":[0.06765008,0.0009844027,0.004976457,0.005351765,0.002135664,0.003908934,0.005070591,0.008009864,0.001870717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004730194,"about_ca_system_score_gemma":0.02007047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00902589,"about_ca_topic_score_gemma":0.0153617,"domain_scores_codex":[0.9687772,0.005716756,0.01406648,0.001981768,0.007728539,0.001729291],"domain_scores_gemma":[0.9402702,0.01354414,0.005466592,0.001974137,0.03429467,0.004450296],"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":[0.000511575,0.0003308167,0.02796465,0.01005486,0.002033495,0.001995309,0.002255965,0.001280645,0.001769672,0.0171156,0.5098121,0.4248754],"study_design_scores_gemma":[0.001085182,0.0002400448,0.04857007,0.06386279,0.003250425,0.00681032,0.00565899,0.003901448,0.001898506,0.02767981,0.8365425,0.0004998368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02418487,0.2641657,0.0578691,0.4715728,0.07107157,0.004010106,0.005457953,0.0004899899,0.1011779],"genre_scores_gemma":[0.287663,0.1890197,0.2784296,0.149673,0.04482272,0.007332685,0.02212199,0.000615572,0.0203218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04539311,"threshold_uncertainty_score":0.2400646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03094706242595412,"score_gpt":0.2955333632057893,"score_spread":0.2645863007798352,"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."}}