{"id":"W4321435578","doi":"10.1007/s11695-023-06516-3","title":"Beyond the BMI: a Critical Analysis of the Edmonton Obesity Staging System and the New Guidelines for Indications for Metabolic and Bariatric Surgery","year":2023,"lang":"en","type":"letter","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Obesity; Obesity Surgery; General surgery; Surgery; Weight loss; Gastric bypass; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0149637,0.0006708138,0.001596957,0.001648602,0.003471741,0.004682163,0.002311081,0.03235378,0.003867917],"category_scores_gemma":[0.0785817,0.000894981,0.001555257,0.001771761,0.003191491,0.004437494,0.001880848,0.03274659,0.001717798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007814591,"about_ca_system_score_gemma":0.0127043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01621143,"about_ca_topic_score_gemma":0.04057854,"domain_scores_codex":[0.9892492,0.004786516,0.001568021,0.0008175584,0.002724311,0.0008543395],"domain_scores_gemma":[0.9267244,0.05116742,0.003938456,0.001267667,0.01099357,0.00590856],"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":[0.0001021522,0.00003345695,0.003270039,0.00008451319,0.00003359968,0.001397934,0.0001959339,0.00007366502,0.00007724925,0.003301894,0.9748613,0.01656839],"study_design_scores_gemma":[0.000360511,0.0001216471,0.0118072,0.00324167,0.0002275723,0.004554564,0.001791445,0.001135767,0.0002711741,0.01623323,0.9600466,0.0002085771],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004466383,0.001625241,0.00006010571,0.9838483,0.0128862,0.000006928427,0.00004546329,0.000005785418,0.001075492],"genre_scores_gemma":[0.004288735,0.001724068,0.0002831056,0.9375851,0.05500385,0.00003170921,0.00004596951,0.00001778642,0.001019678],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03235378,"threshold_uncertainty_score":0.07913655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05396186526527469,"score_gpt":0.3116677320624699,"score_spread":0.2577058667971953,"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."}}