Research on an Intelligent Health Recommendation System for Chronic Disease Comorbidity Integrating TCM

1. Construct a Traditional Chinese Medicine (TCM) constitution database, clarify the distribution patterns of TCM constitution in populations with comorbid "three-high" conditions (hypertension, hyperlipidemia, and hyperglycemia) and their associations with metabolic indicators. Establish a "constitution-comorbidity-metabolism" relationship model to provide a basis for personalized intervention and the development of an AI platform. 2. Develop the AI-HEALS system by integrating the TCM constitution database with multimodal large language models. This system will generate personalized intervention plans and provide intelligent interactive Q\&A capabilities to enhance patient intervention adherence. 3. Evaluate the clinical application effectiveness of the AI-HEALS system, explore the relationship between changes in constitution and intervention outcomes, and validate the TCM intervention pathway of "regulating constitution to promote health." This will provide both theoretical and practical guidance for the dynamic regulation and precise intervention of TCM constitution.