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Umapathy Mangalanathan on Muck Rack

Umapathy Mangalanathan

As seen in: Taylor & Francis Online
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Articles

Generative AI models for type 2 diabetes mellitus risk prediction

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By Elsa Johnson, Uma Gandhi, U. Reddy, Umapathy Mangalanathan
| Taylor & Francis Online
ABSTRACT Diabetes, precisely Type II Diabetes Mellitus (T2DM), is a prevalent global chronic condition. This study focuses on improving the accuracy of predicting T2DM onset and risk by utilizing Generative Artificial Intelligence (GenAI) based synthetic data generation and innovative feature selection techniques. GenAI models such as Deep Tabular Augmentation (DTA) and Large Language Models (LLM) were utilized to address class imbalance and data scarcity of diabetes class for prediction.
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