Poster: Insulin Pump Usage Patterns Among Persons With Diabetes (PWD)

Individuals with diabetes struggle to maintain 100% engagement with all self-management behaviors and to optimally match insulin doses to insulin need. Clinic visits are an ideal time to identify individuals at-risk for deteriorating glycemic control. We developed a machine learning algorithm that predicts risk for decreased sensor glucose time in range (TIR) following a clinic appointment, using primarily clinic-uploaded device data.