“The research on traditional Chinese medicine prediction models for sudden acute infectious diseases is unique, relying on traditional theories such as luck theory, incorporating traditional Chinese medicine characteristics as prediction factors, and using traditional Chinese medicine syndromes as prediction outcomes. However, it generally faces problems of poor reporting compliance and high bias risk. In the future, standardized modeling is needed to promote clinical translation and application.”