Machine learning-based stratification of prediabetes and type 2 diabetes progression

Machine learning-based stratification of prediabetes and type 2 diabetes progression

Abstract Background Diabetes mellitus, a global health concern with severe complications, demands early detection and precise staging for effective management. Machine learning approaches, combined with bioinformatics, offer promising avenues for enhancing diagnostic accuracy and identifying key bio...

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Main Authors: Marwa Matboli, Abdelrahman Khaled, Manar Fouad Ahmed, Manar Yehia Ahmed, Radwa Khaled, Gena M. Elmakromy, Amani Mohamed Abdel Ghani, Marwa M. El-Shafei, Marwa Ramadan M. Abdelhalim, Asmaa Mohamed Abd El Gwad
Format: Article
Language:English
Published: BMC 2025-06-01
Series:Diabetology & Metabolic Syndrome
Subjects:
Diabetes mellitus
T2DM
Machine learning
Extra tree classifier
RNA
Online Access:https://doi.org/10.1186/s13098-025-01786-6
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https://doi.org/10.1186/s13098-025-01786-6

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