Careful there. In this domain, you need the measurement to be accurate every time, and especially on atypical days: that one time you run a marathon or get stuck in the elevator with no food.

I get scared thinking of training a glucose predictor on big data. It could reach treacherously high accuracy scores, by secretly assuming every day is an average day.