Artificial Intelligence in Current Diabetes Management and Prediction.
Akihiro NomuraMasahiro NoguchiMitsuhiro KometaniKenji FurukawaTakashi YonedaPublished in: Current diabetes reports (2021)
In the field of diabetes, several AI-/ML-based medical devices and regarding automatic retinal screening, clinical diagnosis support, and patient self-management tool have already been approved by the US Food and Drug Administration. As for new-onset diabetes prediction using ML methods, its performance is not superior to conventional risk stratification models that use statistical approaches so far. Despite the current situation, it is expected that the predictive performance of AI will soon be maximized by a large amount of organized data and abundant computational resources, which will contribute to a dramatic improvement in the accuracy of disease prediction models for diabetes.