The importance of interpreting machine learning models for blood glucose prediction in diabetes: an analysis using SHAP

F Prendin, J Pavan, G Cappon, S Del Favero… - Scientific reports, 2023 - nature.com
Abstract Machine learning has become a popular tool for learning models of complex
dynamics from biomedical data. In Type 1 Diabetes (T1D) management, these models are …

Machine Learning Based Techniques for the Design of Personalized Insulin Bolus Calculators in Type 1 Diabetes Therapy

G Noaro - 2023 - research.unipd.it
Negli ultimi anni, l'incidenza e la prevalenza del diabete di tipo 1 (T1D) sono in aumento in
tutto il mondo. Oltre all'onere economico legato al T1D, la gestione e il trattamento di questa …

Safety Layer Design for Improved Glucose Regulation in Artificial Pancreas Systems

FL Da Rosa Jurao, M Montero, E Fushimi… - Congreso Argentino de …, 2023 - Springer
People with type 1 diabetes require exogenous insulin delivery to avoid hyperglycemia.
Current technology allowed the development of the so-called Artificial Pancreas (AP) or …