Classification of Postprandial Glycemic Status with Application to Insulin Dosing in Type 1 Diabetes—An In Silico Proof-of-Concept - Cappon, Giacomo; Facchinetti, Andrea; Sparacino, Giovanni; Georgiou, Pantelis; Herrero, Pau (Sensors (Basel, Switzerland), 2019)
Keywords: Algorithms; Blood Glucose - drug effects; Blood Glucose Self-Monitoring; Classification; Clinical trials; Computer Simulation; continuous glucose monitoring; decision support systems; Diabetes; Diabetes Mellitus, Type 1 - blood; Diabetes Mellitus, Type 1 - drug therapy; Diabetes Mellitus, Type 1 - pathology; Dose-Response Relationship, Drug; Glucose; Glucose monitoring; gradient boosted trees; Humans; Hyperglycemia; Hyperglycemia - blood; Hyperglycemia - drug therapy; Hyperglycemia - pathology; Hypoglycemia; Hypoglycemic Agents - administration & dosage; Insulin; Insulin - administration & dosage; Insulin Infusion Systems; machine learning; Meals; Physiology; postprandial glycaemia; Postprandial Period; Proof of Concept Study; Sensors; type 1 diabetes; United States--US; postprandial glycaemia; type 1 diabetes; continuous glucose monitoring; machine learning; gradient boosted trees; decision support systems