After a robust feature selection process, the final model comprises five variables: days of fever, TNF‐beta, HGF, MIP‐1‐beta, and SCGF‐beta, which can differentiate DWS/SD from DF cases with nearly 80% accuracy. Here, HGF is linked to dengue disease.