Machine learning and deep learning predictive models for type 2 diabetes: a systematic review

L Fregoso-Aparicio, J Noguez, L Montesinos… - Diabetology & metabolic …, 2021 - Springer
Diabetes Mellitus is a severe, chronic disease that occurs when blood glucose levels rise
above certain limits. Over the last years, machine and deep learning techniques have been …

[HTML][HTML] Machine learning and artificial intelligence based Diabetes Mellitus detection and self-management: A systematic review

J Chaki, ST Ganesh, SK Cidham… - Journal of King Saud …, 2022 - Elsevier
Diabetes Mellitus (DM) is a condition induced by unregulated diabetes that may lead to multi-
organ failure in patients. Thanks to advances in machine learning and artificial intelligence …

Diagnosis of diabetes mellitus using gradient boosting machine (LightGBM)

DD Rufo, TG Debelee, A Ibenthal, WG Negera - Diagnostics, 2021 - mdpi.com
Diabetes mellitus (DM) is a severe chronic disease that affects human health and has a high
prevalence worldwide. Research has shown that half of the diabetic people throughout the …

The oral glucose tolerance test: 100 years later

R Jagannathan, JS Neves, B Dorcely… - Diabetes, Metabolic …, 2020 - Taylor & Francis
For over 100 years, the oral glucose tolerance test (OGTT) has been the cornerstone for
detecting prediabetes and type 2 diabetes (T2DM). In recent decades, controversies have …

Minimally invasive electrochemical continuous glucose monitoring sensors: Recent progress and perspective

Y Zou, Z Chu, J Guo, S Liu, X Ma, J Guo - Biosensors and Bioelectronics, 2023 - Elsevier
Diabetes and its complications are seriously threatening the health and well-being of
hundreds of millions of people. Glucose levels are essential indicators of the health …

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 …

Machine learning as a support for the diagnosis of type 2 diabetes

A Agliata, D Giordano, F Bardozzo, S Bottiglieri… - International Journal of …, 2023 - mdpi.com
Diabetes is a chronic, metabolic disease characterized by high blood sugar levels. Among
the main types of diabetes, type 2 is the most common. Early diagnosis and treatment can …

Investigating health-related features and their impact on the prediction of diabetes using machine learning

HF Ahmad, H Mukhtar, H Alaqail, M Seliaman… - Applied Sciences, 2021 - mdpi.com
Diabetes Mellitus (DM) is one of the most common chronic diseases leading to severe
health complications that may cause death. The disease influences individuals, community …

Feature-based machine learning model for real-time hypoglycemia prediction

D Dave, DJ DeSalvo, B Haridas… - Journal of Diabetes …, 2021 - journals.sagepub.com
Background: Hypoglycemia is a serious health concern in youth with type 1 diabetes (T1D).
Real-time data from continuous glucose monitoring (CGM) can be used to predict …

A scoping review of artificial intelligence-based methods for diabetes risk prediction

F Mohsen, HRH Al-Absi, NA Yousri, N El Hajj… - npj Digital …, 2023 - nature.com
The increasing prevalence of type 2 diabetes mellitus (T2DM) and its associated health
complications highlight the need to develop predictive models for early diagnosis and …