HealthIntel: An Intelligent Wearable Health Monitoring and Medical Information Retrieval System
Abstract
HealthIntel is a smart healthcare management and monitoring application that uses technology of wearable healthcare data, machine learning, and knowledge retrieval to help with the remote health monitoring and decision-making of the healthcare provider.The application collects real-time physiological data using wearables such as Fitbit; the application can track the user's heart rate, activity levels, and sleep behavior to monitor their health constantly.Machine learning models using the Random Forest classifier analyze the collected data to identify any anomalies and potential risks.Furthermore, the platform has a Retrieval Augmented Generation (RAG) system that allows doctors to upload clinical guides and medical articles that get stored in the vector database.The administrators also have the ability to upload structured data such as side effects of the medicines and health care policies.Once the user makes any query, the platform retrieves the related information and uses the language model to generate a relevant answer....
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