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Generative-AI Based Health Management System for CKD Patients

2025·0 Zitationen
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Zitationen

6

Autoren

2025

Jahr

Abstract

As chronic diseases continue to rise globally, public health systems are under increasing pressure to find innovative and scalable care solutions. In response, this study introduces an AI-powered health advisory system that leverages generative AI techniques, specifically retrieval-augmented generation (RAG) and integrates seamlessly with LINE and the ChatGPT API. Designed to support individuals managing chronic conditions, the system provides real-time, personalized recommendations, including dietary guidance, medication reminders, and interpretations of health checkup results. Experimental evaluations show that the system achieves over <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$\mathbf{9 0 \%}$</tex> accuracy across key functions, underscoring its potential to enhance self-management and support preventive healthcare strategies.

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