Pre-hospital glycemia as a biomarker for in-hospital all-cause mortality in diabetic patients - a pilot study - Greco, Salvatore; Salatiello, Alessandro; De Motoli, Francesco; Giovine, Antonio; Veronese, Martina; Cupido, Maria Grazia; Pedarzani, Emma; Valpiani, Giorgia; Passaro, Angelina (Cardiovascular diabetology, 2024)
Keywords: AdaBoost-FAS; Aged; Antidiabetics; Biomarkers; Biomarkers - blood; Blood glucose; Blood Glucose - metabolism; Blood levels; Cause of Death; Clinical outcomes; Comorbidity; Diabetes; Diabetes mellitus (non-insulin dependent); Diabetes Mellitus, Type 2 - blood; Diabetes Mellitus, Type 2 - diagnosis; Diabetes Mellitus, Type 2 - mortality; Expenditures; Female; Glucose; Glucose metabolism disorder; Glycemic Control - mortality; Glycemic index; Glycemic variability; Health risks; Hospital Mortality; Hospitalization; Hospitals; Humans; Hyperglycemia; Hypoglycemia; Insulin; Learning algorithms; Machine Learning; Male; Metabolism; Middle Aged; Mortality; Observational studies; Patient admissions; Patients; Pilot Projects; Predictive Value of Tests; Prognosis; Risk Assessment; Risk Factors; Statistical analysis; Statistics; Time Factors; Type 2 diabetes mellitus; United States--US; Italy; Glucose metabolism disorder; Type 2 diabetes mellitus; AdaBoost-FAS; Glycemic variability; Machine learning