{"id":"W2891020758","doi":"10.1016/j.soard.2018.09.009","title":"Individualized metabolic surgery (IMS) score","year":2018,"lang":"en","type":"letter","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Surgery; Sleeve gastrectomy; Glycemic; Diabetes mellitus; Gastric bypass; Cohort; Type 2 diabetes; Internal medicine; Obesity; Weight loss; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005775547,0.0001766009,0.0003451917,0.0004145782,0.0008044277,0.0006764573,0.0002424563,0.0025326,0.003840371],"category_scores_gemma":[0.007043,0.00009234202,0.0002547957,0.0004391226,0.0002980502,0.0005663238,0.0006321613,0.003217354,0.001150842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008829533,"about_ca_system_score_gemma":0.0008469857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001565041,"about_ca_topic_score_gemma":0.004011166,"domain_scores_codex":[0.9993278,0.0001947838,0.00009643196,0.00005877994,0.000209083,0.0001131906],"domain_scores_gemma":[0.9984584,0.0005972862,0.0002240232,0.00005427643,0.0002943517,0.0003717574],"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":[0.0002242031,0.000119156,0.1315881,0.0001019209,0.00005245411,0.008008949,0.000189943,0.0003445099,0.0003296841,0.006325886,0.750731,0.1019842],"study_design_scores_gemma":[0.0002929425,0.0004419564,0.2320353,0.001295993,0.0002688866,0.04837813,0.001560873,0.005658046,0.001234476,0.03670159,0.6719654,0.0001664015],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.03900052,0.003538829,0.001298715,0.8678733,0.008602337,0.0000621082,0.001135136,0.0001511392,0.07833791],"genre_scores_gemma":[0.512159,0.005401999,0.004616974,0.4058723,0.04471008,0.000313897,0.001609855,0.00006322901,0.02525255],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.003840371,"threshold_uncertainty_score":0.01284724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02853800721728968,"score_gpt":0.2559466001727713,"score_spread":0.2274085929554816,"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."}}