{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001756883,0.0007433656,0.0006331291,0.001781873,0.0002737292,0.001082569,0.000589048,0.0003643948,0.005623222],"category_scores_gemma":[0.006445934,0.0001411628,0.001293399,0.001542329,0.000218049,0.0005176549,0.001085685,0.0006801844,0.001330763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009056527,"about_ca_system_score_gemma":0.001006533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002474743,"about_ca_topic_score_gemma":0.003744147,"domain_scores_codex":[0.9985508,0.0003302691,0.0002609683,0.0002647336,0.0004651468,0.0001279873],"domain_scores_gemma":[0.9967795,0.0005988192,0.001573785,0.0002068138,0.0005454901,0.0002955238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003918913,0.0001017231,0.9520523,0.0001476073,0.0005217613,0.00008199645,0.0000386644,0.005215863,0.0001536755,0.0004255056,0.00633405,0.03453495],"study_design_scores_gemma":[0.0001008387,0.0004149407,0.9748488,0.0001295994,0.0003456774,0.0006941128,0.0001057211,0.01562282,0.0003156251,0.0008970839,0.006480316,0.00004449239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9000334,0.001576582,0.0198668,0.001280397,0.0001895645,0.0007624305,0.04477904,0.0005701593,0.03094156],"genre_scores_gemma":[0.9615842,0.0005331184,0.01047412,0.0002088652,0.00009328582,0.000402483,0.02474637,0.00003471889,0.001922844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005623222,"threshold_uncertainty_score":0.01881152,"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."}}