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" ... All our current glucose management tools look backwards, which keeps us reactive. Training a predictive ML model on personalized data sets can be powerful because it will help us predict future disease states. When we run CGM data through a machine learning model, we can predict future spikes hours ahead of time. These predictions change based on user data and treatment adherence. Predictive ML models can give people more opportunities to reduce or avoid hypoglycemic events. ... "