Time for Using Machine Learning for Dose Guidance in Titration of People With Type 2 Diabetes? A Systematic Review of Basal Insulin Dose Guidance.

Camilla Heisel Nyholm Thomsen Stine Hangaard Thomas KronborgPeter VestergaardOle HejlesenMorten Hasselstrøm Jensen

Published in: Journal of diabetes science and technology (2022)

Studies mainly used titration algorithms to titrate basal insulin as telehealth or in paper format, except for studies using mathematical models. A numerically larger proportion of participants seemed to reach target using telehealth solutions compared to paper-based titration algorithms. Exploring capabilities of machine learning may provide insights that could pioneer future research while focusing on holistic development.

Keyphrases

machine learning
type diabetes
artificial intelligence
case control
deep learning
big data
glycemic control
current status
metabolic syndrome