Recent applications of machine learning and deep learning models in the prediction, diagnosis, and management of diabetes: a comprehensive review

E Afsaneh, A Sharifdini, H Ghazzaghi… - Diabetology & Metabolic …, 2022 - Springer
Diabetes as a metabolic illness can be characterized by increased amounts of blood
glucose. This abnormal increase can lead to critical detriment to the other organs such as …

[HTML][HTML] Machine Learning Models for Blood Glucose Level Prediction in Patients With Diabetes Mellitus: Systematic Review and Network Meta-Analysis

K Liu, L Li, Y Ma, J Jiang, Z Liu, Z Ye, S Liu… - JMIR Medical …, 2023 - medinform.jmir.org
Background: Machine learning (ML) models provide more choices to patients with diabetes
mellitus (DM) to more properly manage blood glucose (BG) levels. However, because of …

Long-term prediction of blood glucose levels in type 1 diabetes using a cnn-lstm-based deep neural network

M Jaloli, M Cescon - Journal of diabetes science and …, 2023 - journals.sagepub.com
Background: In this work, we leverage state-of-the-art deep learning–based algorithms for
blood glucose (BG) forecasting in people with type 1 diabetes. Methods: We propose stacks …