3 papers
cs.LG2025
Use of Continuous Glucose Monitoring with Machine Learning to Identify Metabolic Subphenotypes and Inform Precision Lifestyle Changes
Ahmed A. Metwally, Heyjun Park, Yue Wu +2
The classification of diabetes and prediabetes by static glucose thresholds obscures the pathophysiological dysglycemia heterogeneity, primarily driven by insulin resistance (IR),…
q-bio.QM2025
CGM Data Analysis 2.0: Functional Data Pattern Recognition and Artificial Intelligence Applications
David C. Klonoff, Richard M. Bergenstal, Eda Cengiz +16
New methods of CGM data analysis are emerging that are valuable for interpreting CGM patterns and underlying metabolic physiology. These new methods use functional data analysis an…
cs.CL2021
Learning Personal Food Preferences via Food Logs Embedding
Ahmed A. Metwally, Ariel K. Leong, Aman Desai +3
Diet management is key to managing chronic diseases such as diabetes. Automated food recommender systems may be able to assist by providing meal recommendations that conform to a u…