After evaluating baseline characteristics of multiple clinical variables collected with stroke recurrence and identifying four independent risk factors for stroke recurrence by univariate and multivariate LR analysis (i.e., right hemisphere, HCY, CRP, and SS), six ML methods were used: LR, NBC, DT, XGB, GBM, and RF. Here, CRP is linked to stroke disorder.