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 …

Blood Glucose Prediction from Nutrition Analytics in Type 1 Diabetes: A Review

N Lubasinski, H Thabit, PW Nutter, S Harper - Nutrients, 2024 - pmc.ncbi.nlm.nih.gov
Introduction: Type 1 Diabetes (T1D) affects over 9 million worldwide and necessitates
meticulous self-management for blood glucose (BG) control. Utilizing BG prediction …

Exploring nutritional influence on blood glucose forecasting for Type 1 diabetes using explainable AI

G Annuzzi, A Apicella, P Arpaia… - IEEE journal of …, 2023 - ieeexplore.ieee.org
Type 1 diabetes mellitus (T1DM) is characterized by insulin deficiency and blood sugar
control issues. The state-of-the-art solution is the artificial pancreas (AP), which integrates …

Predicting and monitoring blood glucose through nutritional factors in type 1 diabetes by artificial neural networks

G Annuzzi, L Bozzetto, A Cataldo, S Criscuolo… - Acta IMEKO, 2023 - acta.imeko.org
The monitoring and management of Postprandial Glucose Response (PGR), by
administering an insulin bolus before meals, is a crucial issue in Type 1 Diabetes (T1D) …

Towards Personalized AI-Based Diabetes Therapy: A Review

S Campanella, G Paragliola… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
Insulin pumps and other smart devices have recently made significant advancements in the
treatment of diabetes, a disorder that affects people all over the world. The development of …

[PDF][PDF] Optimized stacking ensemble for early-stage diabetes mellitus prediction.

RS Chhillar - International Journal of Electrical & Computer …, 2023 - researchgate.net
This paper presents an optimized stacking-based hybrid machine learning approach for
predicting early-stage diabetes mellitus (DM) using the PIMA Indian diabetes (PID) dataset …

Artificial Intelligence-Based Healthcare Data Analysis Using Multi-perceptron Neural Network (MPNN) Based On Optimal Feature Selection

MW Raja - SN Computer Science, 2024 - Springer
In the healthcare industry, early identification of diabetes is a critical task to safeguard
human life. Many individuals suffer the consequences of undetected diabetes due to the lack …

INVESTIGATING THE IMPACT OF WEIGHTS AND HEIGHTS ON BLOOD GLUCOSE LEVEL PREDICTION IN TYPE 1 DIABETES USING A HYBRID CNN-BILSTM …

D Nasir, A Hatim, MEA Bourkha… - International Journal for …, 2025 - dl.begellhouse.com
Type 1 diabetes is a chronic medical condition impacting production of the body's insulin, a
hormone vital for managing blood glucose levels. Type 1 diabetes develops when the …

Assessing the Features on Blood Glucose Level Prediction in Type 1 Diabetes Patients Through Explainable Artificial Intelligence

G Annuzzi, P Arpaia, L Bozzetto… - … on Metrology for …, 2023 - ieeexplore.ieee.org
Type 1 diabetes mellitus (T1DM) is an autoimmune disease causing insulin deficiency and
impaired blood sugar control. Managing postprandial glucose response (PGR) is a major …

[PDF][PDF] Enhancing Diabetes Prediction: An Improved Boosting Algorithm for Diabetes Prediction.

MS Alam, M Ferdous, NS Neera - International Journal of …, 2024 - saiconference.com
Diabetes is increasing gradually due to the inability to effectively use the human body's
insulin, which threatens public health. People with diabetes who go undiagnosed at early …