AutoHealth: Advanced LLM-Empowered Wearable Personalized Medical Butler for Parkinson’s Disease Management

Parkinson’s disease (PD), a leading neurodegenerative disorder, profoundly impacts millions globally. It causes a variety of physical challenges, cognitive impairments, and significant psychological distress to both patients and their families. Effective management of PD, particularly as it progresses, necessitates vigilant monitoring to mitigate symptoms and improve life quality for both patients and their families. In this vein, we present AutoHealth, an innovative Internet of Medical Things (IoMT) system, leveraging the advanced capabilities of smartwatches and their integrated biosensors. AutoHealth is engineered to continuously monitor the movement patterns of PD patients, utilizing state-of-the-art vector-based learning AI models. This approach allows for accurate and personalized early detection, continuous tracking, and rehabilitation management of PD. To enhance user engagement, AutoHealth incorporates an AI chatbot to interactively communicate with patients, providing instant responses to their text and speech inquiries, and offering tailored guidance. Overall, Autohealth empowers patients with initiative-taking health management tools, transforming the way to monitor and manage PD with relatively low medical costs.Clinical Relevance— Our solution pioneers an automatic, integrated system delivering real-time PD diagnosis, perpetual monitoring, and tailored recommendations, a stride beyond the conventional dependence on multiple devices and manual interventions. The model is built to construct autonomous agents that learn from a user’s unique healthcare data and history, tailoring a plan to fit their individual needs. Our system breaks barriers by being a cross-language, cross-platform solution, ensuring accessibility regardless of regional and hardware constraints. Our mission is to deliver affordable, at-home medical assistance through a wearable device, bringing advanced healthcare and diagnostics right to your wrist.