Why the study?
Do machine learning algorithms accurately predict hypoglycemia during aerobic exercise in adults with Type 1 Diabetes?
Population
55 adults with Type 1 Diabetes using sensor augmented pump therapy, automated insulin delivery therapy, or…
Design
Other
Follow-up
during exercise
Authors
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May encourage exercise in T1D by predicting hypoglycemia; hypothesis-generating pending prospective validation.
Do machine learning algorithms accurately predict hypoglycemia during aerobic exercise in adults with Type 1 Diabetes?
A simple heuristic (heart rate >121 bpm and glucose <182 mg/dL) and a more complex random forest model can accurately predict hypoglycemia during aerobic exercise in adults with Type 1 Diabetes.
Reddy et al. (2019) studied this question.