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Early diagnosis of Type 2 Diabetes Mellitus (T2DM) is crucial to enable timely therapeutic interventions and lifestyle modifications. As the time available for clinical office visits shortens and medical imaging data become more widely…

Diabetes is a chronic metabolic disorder characterized by elevated blood glucose levels due to impaired insulin production or function. Two main forms are recognized: type 1 diabetes (T1D), which involves autoimmune destruction of…

Genomics · Quantitative Biology 2026-02-11 Maria De La Luz Lomboy Toledo , Daniel Onah

Medical tabular data, abundant in Electronic Health Records (EHRs), is a valuable resource for diverse medical tasks such as risk prediction. While deep learning approaches, particularly transformer-based models, have shown remarkable…

Computation and Language · Computer Science 2025-04-11 Yucheng Ruan , Xiang Lan , Daniel J. Tan , Hairil Rizal Abdullah , Mengling Feng

The widespread application of machine learning techniques to biomedical data has produced many new insights into disease progression and improving clinical care. Inspired by the flexibility and interpretability of graphs (networks), as well…

Machine Learning · Computer Science 2023-12-27 Steven J. Krieg , Nitesh V. Chawla , Keith Feldman

Designing proper treatment plans to manage diabetes requires health practitioners to pay heed to the individuals remaining life along with the comorbidities affecting them. Older adults with Type 2 Diabetes Mellitus (T2DM) are prone to…

Machine Learning · Computer Science 2024-02-20 Ruchika Desure , Gutha Jaya Krishna

This document provides responses to the FDA's request for public comments (Docket No FDA 2023 N 4853) on the role of digital health technologies (DHTs) in detecting prediabetes and undiagnosed type 2 diabetes. It explores current DHT…

Artificial Intelligence · Computer Science 2023-12-19 Manuel Cossio

Diabetes mellitus is a common disease of human body caused by a group of metabolic disorders where the sugar levels over a prolonged period is very high. It affects different organs of the human body which thus harm a large number of the…

Machine Learning · Computer Science 2019-02-27 Md. Faisal Faruque , Asaduzzaman , Iqbal H. Sarker

Over 30 million Americans are affected by Type II diabetes (T2D), a treatable condition with significant health risks. This study aims to develop and validate predictive models using machine learning (ML) techniques to estimate emergency…

Quantitative Methods · Quantitative Biology 2024-12-13 Javad M Alizadeh , Jay S Patel , Gabriel Tajeu , Yuzhou Chen , Ilene L Hollin , Mukesh K Patel , Junchao Fei , Huanmei Wu

Identifying type 2 diabetes mellitus can be challenging, particularly for primary care physicians. Clinical decision support systems incorporating artificial intelligence (AI-CDSS) can assist medical professionals in diagnosing type 2…

Machine Learning · Computer Science 2026-02-13 Mujeeb Ur Rehman , Imran Rehan , Sohail Khalid

We describe a strategy for the acquisition of training data necessary to build a social-media-driven early detection system for individuals at risk for (preventable) type 2 diabetes mellitus (T2DM). The strategy uses a game-like quiz with…

Computation and Language · Computer Science 2016-03-15 Dane Bell , Daniel Fried , Luwen Huangfu , Mihai Surdeanu , Stephen Kobourov

Chronic diseases such as diabetes are the leading causes of morbidity and mortality worldwide. Numerous research studies have been attempted with various deep learning models in diagnosis. However, most previous studies had certain…

Type 2 diabetes mellitus represents a prevalent and widespread global health concern, necessitating a comprehensive assessment of its risk factors. This study aimed towards learning whether there is any differential impact of age,…

Diabetes, particularly Type 2 diabetes (T2D), poses a substantial global health burden, compounded by its associated complications such as cardiovascular diseases, kidney failure, and vision impairment. Early detection of T2D is critical…

Genomics · Quantitative Biology 2024-11-25 Aurora Lithe Roy , Md Kamrul Siam , Nuzhat Noor Islam Prova , Sumaiya Jahan , Abdullah Al Maruf

Diabetes Mellitus, one of the leading causes of death worldwide, has no cure to date and can lead to severe health complications, such as retinopathy, limb amputation, cardiovascular diseases, and neuronal disease, if left untreated.…

Machine Learning · Computer Science 2023-08-21 Alain Hennebelle , Leila Ismail , Huned Materwala , Juma Al Kaabi , Priya Ranjan , Rajiv Janardhanan

Diabetes mellitus is a global concern, and early detection can prevent serious complications. 50% of people with diabetes live undiagnosed, disproportionately afflicting low-income groups. Non-invasive methods have emerged for timely…

Machine Learning · Computer Science 2023-11-02 Ella Lan

Diabetes Mellitus has no permanent cure to date and is one of the leading causes of death globally. The alarming increase in diabetes calls for the need to take precautionary measures to avoid/predict the occurrence of diabetes. This paper…

Machine Learning · Computer Science 2023-01-26 Alain Hennebelle , Huned Materwala , Leila Ismail

Artificial intelligence (AI) will pave the way to a new era in medicine. However, currently available AI systems do not interact with a patient, e.g., for anamnesis, and thus are only used by the physicians for predictions in diagnosis or…

Computers and Society · Computer Science 2019-08-29 Sebastian Spänig , Agnes Emberger-Klein , Jan-Peter Sowa , Ali Canbay , Klaus Menrad , Dominik Heider

According to the American Diabetes Association(ADA), 30.3 million people in the United States have diabetes, but only 7.2 million may be undiagnosed and unaware of their condition. Type 2 diabetes is usually diagnosed for most patients…

Machine Learning · Computer Science 2019-10-22 Ramya Akula , Ni Nguyen , Ivan Garibay

Diabetes has emerged as a significant global health issue, especially with the increasing number of cases in many countries. This trend Underlines the need for a greater emphasis on early detection and proactive management to avert or…

Machine Learning · Computer Science 2025-06-16 Mowafaq Salem Alzboon , Muhyeeddin Alqaraleh , Mohammad Subhi Al-Batah

Detecting Type 2 Diabetes (T2D) and Prediabetes (PD) is a real challenge for medicine due to the absence of pathogenic symptoms and the lack of known associated risk factors. Even though some proposals for machine learning models enable the…

Machine Learning · Computer Science 2024-07-02 Enzo Rucci , Gonzalo Tittarelli , Franco Ronchetti , Jorge F. Elgart , Laura Lanzarini , Juan José Gagliardino