Application of machine learning in affordable and accessible insulin management for type 1 and 2 diabetes: A comprehensive review

M Eghbali-Zarch, S Masoud - Artificial Intelligence in Medicine, 2024 - Elsevier
Proper insulin management is vital for maintaining stable blood sugar levels and preventing
complications associated with diabetes. However, the soaring costs of insulin present …

[HTML][HTML] A knowledge-based decision support system to support family doctors in personalizing type-2 diabetes mellitus medical nutrition therapy

D Spoladore, F Stella, M Tosi, EC Lorenzini… - Computers in Biology …, 2024 - Elsevier
Abstract Background Type-2 Diabetes Mellitus (T2D) is a growing concern worldwide, and
family doctors are called to help diabetic patients manage this chronic disease, also with …

From Perceptions to Actions: Unveiling Factors Influencing Diabetic Patients' Attitudes and Compliance Intention with Smart Blood Glucose Management Technology

Q Zhang, L Ma - International Journal of Human–Computer …, 2024 - Taylor & Francis
By utilizing artificial intelligence and advanced sensors, smart Blood Glucose Management
(smart-BGM) technology may offer dynamic glucose monitoring and personalized diet and …

[HTML][HTML] Dynamic Partitioning of Graphs Based on Multivariate Blood Glucose Data—A Graph Neural Network Model for Diabetes Prediction

J Li, X Jiang, K Wang - Electronics, 2024 - mdpi.com
Postprandial Hyperglycemia (PPHG) persistently threatens patients' health. Therefore,
accurate diabetes prediction is crucial for effective blood glucose management. Most current …

Easydiagnos: a framework for accurate feature selection for automatic diagnosis in smart healthcare

P Maji, AK Mondal, HK Mondal, SP Mohanty - arXiv preprint arXiv …, 2024 - arxiv.org
The rapid advancements in artificial intelligence (AI) have revolutionized smart healthcare,
driving innovations in wearable technologies, continuous monitoring devices, and intelligent …

Explainable AI Assessment of Meal-Related Features Impact in Predicting Basal Insulin for Type I Diabetes

G Annuzzi, P Arpaia, L Bozzetto… - 2024 IEEE 8th …, 2024 - ieeexplore.ieee.org
Type 1 diabetes management using artificial pan-creas (AP) technology faces challenges in
accurately regulating postprandial glucose levels. Current AP systems, based on heuris-tic …

An Explainable Predictive Model for Diabetes Detection Using Shapley Additive Explanations Approach

A Khan, S Yadav, P Nand, AMUD Khanday… - International Conference …, 2024 - Springer
The chronic and incurable disease of diabetes that is not only marked with increasing
prevalence but is also linked to other life-threatening diseases like cardiovascular diseases …

Enhancing Diabetes Management Through GRU Analysis of Physical Activity Effects

B Simon, Á Hartveg, M Siket… - 2024 IEEE 22nd …, 2024 - ieeexplore.ieee.org
This study addresses the insufficient consideration of physical activity in managing Type 1
diabetes mellitus, using real patient data from the Ohio dataset to assess its impact. We …

[PDF][PDF] IMPROVING DECISION SUPPORT IN TYPE 1 DIABETES MANAGEMENT

AZ Espinoza - 2024 - digitalcollections.ohsu.edu
Abstract Type 1 diabetes (T1D) is a chronic disease that requires those who live with it to
regularly administer exogenous insulin to maintain blood glucose (BG) within a safe range …

Detection Using Shapley Additive Explanations Approach

A Khan, S Yadav¹, P Nand¹… - Recent Trends and … - books.google.com
The chronic and incurable disease of diabetes that is not only marked with increasing
prevalence but is also linked to other life-threatening diseases like cardiovascular diseases …