Combining uncertainty-aware predictive modeling and a bedtime Smart Snack intervention to prevent nocturnal hypoglycemia in people with type 1 diabetes on multiple daily injections.

Clara M Mosquera-LopezValentina Roquemen-EcheverriNichole S TylerSusana R PattonMark A ClementsCorby K MartinMichael C RiddellRobin L GalMelanie GillinghamLeah M WilsonJessica R CastlePeter G Jacobs

Published in: Journal of the American Medical Informatics Association : JAMIA (2023)

A decision support system that combines prediction of minimum nocturnal glucose and proactive recommendations for bedtime carbohydrate intake might effectively prevent nocturnal hypoglycemia and reduce the burden of glycemic self-management.

Keyphrases

type diabetes
blood pressure
obstructive sleep apnea
sleep apnea
glycemic control
sleep quality
randomized controlled trial
blood glucose
physical activity
clinical practice
depressive symptoms
body mass index