4 papers
A unified data format for managing diabetes time-series data: DIAbetes eXchange (DIAX)
Elliott C. Pryor, Marc D. Breton, Anas El Fathi
Diabetes devices, including Continuous Glucose Monitoring (CGM), Smart Insulin Pens, and Automated Insulin Delivery systems, generate rich time-series data widely used in research…
A Comparative Study of Transformer-Based Models for Multi-Horizon Blood Glucose Prediction
Meryem Altin Karagoz, Marc D. Breton, Anas El Fathi
Accurate blood glucose prediction can enable novel interventions for type 1 diabetes treatment, including personalized insulin and dietary adjustments. Although recent advances in…
Distribution-Based Sub-Population Selection (DSPS): A Method for in-Silico Reproduction of Clinical Trials Outcomes
Mohammadreza Ganji, Anas El Fathi, Chiara Fabris +3
Background and Objective: Diabetes presents a significant challenge to healthcare due to the negative impact of poor blood sugar control on health and associated complications. Com…
Attention Networks for Personalized Mealtime Insulin Dosing in People with Type 1 Diabetes
Anas El Fathi, Elliott Pryor, Marc D. Breton
Calculating mealtime insulin doses poses a significant challenge for individuals with Type 1 Diabetes (T1D). Doses should perfectly compensate for expected post-meal glucose excurs…