{"id":"W4321435356","doi":"10.1007/s11695-023-06517-2","title":"Reply to Letter to the Editor: 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":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; General surgery; Obesity; Obesity Surgery; Surgery; Gerontology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009220335,0.0005397954,0.00236991,0.001009904,0.001024304,0.0002031085,0.0005083558,0.0004723583,0.0000132061],"category_scores_gemma":[0.01817081,0.0002485767,0.001899833,0.002801404,0.0002887388,0.0001034415,0.0003765761,0.0008639625,0.000005974345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008355066,"about_ca_system_score_gemma":0.000634048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001798912,"about_ca_topic_score_gemma":0.0002553086,"domain_scores_codex":[0.9950683,0.0008559311,0.001542858,0.0008539528,0.0009258941,0.0007530243],"domain_scores_gemma":[0.9444501,0.05216711,0.0005840195,0.001783375,0.0007939525,0.000221481],"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":[0.0001406729,0.00002354663,0.05475542,0.0005021365,0.00156169,0.000007172703,0.0003643311,0.000007777911,0.00000242719,0.000291597,0.9417295,0.0006136956],"study_design_scores_gemma":[0.0003008437,0.00001126564,0.1392381,0.0002038869,0.01271113,0.00001698411,0.000242831,0.00021289,0.00002414441,0.0001870668,0.846515,0.0003358547],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01312463,0.00237908,0.002646679,0.9704704,0.007805768,0.002935466,0.0005223966,0.00009473896,0.0000208826],"genre_scores_gemma":[0.02659449,0.0003513945,0.0004681346,0.910392,0.05777418,0.001074704,0.0002681391,0.0001474146,0.00292948],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09521455,"threshold_uncertainty_score":0.9999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04096908302848963,"score_gpt":0.3043792809311062,"score_spread":0.2634101979026165,"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."}}