“Based on five machine learning methods, a risk prediction model for carotid artery plaques in high-risk populations for stroke was constructed. The research progress in the field of traditional Chinese medicine syndrome was introduced, and experts established a correlation system between qi deficiency syndrome and carotid artery plaques, providing a new solution for stroke prevention screening in grassroots communities.”