{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002295265,0.0002058597,0.0002897755,0.0005980273,0.0002278017,0.0009001726,0.0003396847,0.0004697962,0.001127533],"category_scores_gemma":[0.006559022,0.0001402387,0.0003667194,0.0008225071,0.0002328584,0.0003812455,0.0003943995,0.000530304,0.0001630603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004238068,"about_ca_system_score_gemma":0.0002424935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001171559,"about_ca_topic_score_gemma":0.001092458,"domain_scores_codex":[0.9981247,0.001168175,0.0001868227,0.0002141696,0.0002176548,0.00008854445],"domain_scores_gemma":[0.9946733,0.001681892,0.00276027,0.0001749327,0.0003051131,0.0004045279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003964675,0.00005245708,0.997695,0.00002334886,0.00006680929,0.00003991207,0.00003703421,0.0001137891,0.00006183879,0.00002021068,0.0000587353,0.001434398],"study_design_scores_gemma":[0.00002352818,0.0005075373,0.9970068,0.0000175181,0.000107379,0.0003476679,0.0001355472,0.001263286,0.0002008962,0.00009396824,0.0002854638,0.00001036999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997376,0.0009277075,0.0002562664,0.00008808805,0.000009729851,0.00001102981,0.0005538863,0.000006249694,0.0007710493],"genre_scores_gemma":[0.9991657,0.0001419105,0.0003186817,0.00001818006,0.000008084635,0.000007101233,0.0002674663,0.000001093903,0.00007184909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002295265,"threshold_uncertainty_score":0.01213872,"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."}}