{"id":"W4306913669","doi":"10.1177/14791641221130043","title":"Real life evaluation of sodium-glucose cotransporter 2 inhibition in type 1 diabetes and the risk of diabetic ketoacidosis","year":2022,"lang":"en","type":"article","venue":"Diabetes and Vascular Disease Research","topic":"Diabetes and associated disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"Department of Medicine, University of Toronto; Banting and Best Diabetes Centre, University of Toronto; Steno Diabetes Center Aarhus; Canadian Institutes of Health Research; Novo Nordisk Fonden; Heart and Stroke Foundation of Canada; Vifor Pharma; Astellas Pharma; Merck Canada; University of Toronto; Sanofi; Kidney Foundation of Canada; Novo Nordisk; AstraZeneca; Eli Lilly and Company; Gilead Sciences; Amgen","keywords":"Medicine; Diabetic ketoacidosis; Diabetes mellitus; Type 2 diabetes; Internal medicine; Cotransporter; Type 1 diabetes; Empagliflozin; Endocrinology; Ketoacidosis; Sodium; Benzhydryl compounds","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00472622,0.0001288249,0.0002632304,0.0001428349,0.0001931593,0.00002266946,0.0001092424,0.0000630298,0.00005359993],"category_scores_gemma":[0.0005490688,0.0001052571,0.0001405287,0.0003780014,0.0004119217,0.000009673445,0.0002035291,0.0002019261,4.772393e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002067719,"about_ca_system_score_gemma":0.0001796096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008994014,"about_ca_topic_score_gemma":0.00001864217,"domain_scores_codex":[0.9968276,0.001424406,0.0002892881,0.0003353335,0.0007611104,0.000362278],"domain_scores_gemma":[0.999005,0.0001310308,0.0001122732,0.0003108706,0.0003023233,0.0001385123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002571796,0.0004399195,0.9580652,0.0002681628,0.0005054638,5.417768e-7,0.0003615714,0.000589963,0.03390848,0.0002093865,0.0001844947,0.005209633],"study_design_scores_gemma":[0.008010835,0.0005356472,0.9523059,0.00008875541,0.000662271,4.775396e-8,0.00131857,0.01429364,0.01914097,0.003023403,0.0002974285,0.0003226003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762275,0.02278993,8.402079e-7,0.0001367082,0.00002991309,0.0005775527,0.0001470814,0.000003443489,0.00008703467],"genre_scores_gemma":[0.9911954,0.008219184,0.000005362715,0.00004025391,0.00002248822,0.0002137228,0.000277638,0.00001919821,0.000006717479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01496794,"threshold_uncertainty_score":0.4292258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01706582355371958,"score_gpt":0.2788276214861138,"score_spread":0.2617617979323942,"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."}}