{"id":"W2739216551","doi":"10.1097/sla.0000000000002407","title":"Individualized Metabolic Surgery Score","year":2017,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":254,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Glycemic; Sleeve gastrectomy; Diabetes mellitus; Type 2 diabetes; Nomogram; Surgery; Gastric bypass; Single Center; Type 2 Diabetes Mellitus; Internal medicine; Insulin; Weight loss; Obesity; Endocrinology","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":[0.002472098,0.0002261096,0.001425185,0.0004753294,0.0002423641,0.00005467668,0.0001811336,0.0001683379,0.0005181541],"category_scores_gemma":[0.0043195,0.0001885454,0.001005341,0.000203276,0.0002178875,0.0003605583,0.0001020586,0.0001807808,0.00007323674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003651298,"about_ca_system_score_gemma":0.0003494998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001786685,"about_ca_topic_score_gemma":0.000002738165,"domain_scores_codex":[0.9979096,0.00009729901,0.0007392333,0.0002943882,0.0004781704,0.0004813249],"domain_scores_gemma":[0.9954917,0.002176607,0.0006893486,0.00112401,0.0002678249,0.0002504783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002006304,0.0001350777,0.8809379,0.0001211865,0.0002949764,0.0001323762,0.00004510431,1.178289e-7,0.0001179129,0.0003793486,0.06908373,0.04855162],"study_design_scores_gemma":[0.0002056025,0.000007609277,0.931569,0.0001866554,0.0001172724,0.0000400394,0.00001874047,0.000001341415,0.01456936,0.0003431693,0.05275375,0.0001874736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833286,0.003473304,0.000005960205,0.006854268,0.001265863,0.0001344902,0.00003077522,0.00006958098,0.004837187],"genre_scores_gemma":[0.992905,0.003382019,0.00007386808,0.002108209,0.0004486495,0.00001284465,0.0000398802,0.00003365119,0.000995856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05063107,"threshold_uncertainty_score":0.7688658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3848640258256824,"score_gpt":0.3929971871696702,"score_spread":0.008133161343987894,"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."}}