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DiabetIQ: An Intelligent Diabetes Management Application with an Integrated LLM-Augmented Chatbot and Machine Learning-Driven Early Risk Prediction

Overview

DiabetIQ is an intelligent diabetes management application that integrates a Large Language Model (LLM)-augmented Retrieval-Augmented Generation (RAG) chatbot with a machine learning-based early risk prediction system. Designed to enhance both patient engagement and clinical insight, the chatbot delivers personalized, context-aware responses grounded in verified medical literature, ensuring accurate and up-to-date guidance. Simultaneously, the ML module analyzes user health data to predict potential complications such as hypo- or hyperglycemia, enabling timely intervention. Together, these components create a cohesive, AI-driven ecosystem for personalized diabetes care, bridging the gap between reliable conversational support and proactive risk management.

Application UI

DiabetIQ UI

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DiaChat UI

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DiaTrack UI

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App Workflow & Architecture

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[SPRING'25] An Intelligent Diabetes Management Flutter-based Mobile Application with an Integrated LLM-Augmented RAG Chatbot and Machine Learning-Driven Early Risk Prediction.

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