NPPB and diabetes mellitus: As shown in Table 1, the basic variables of most of the patients showed no statistical differences (p > 0.05) between the training set and the validation set, such as general conditions (gender and age), medical history (hypertension, diabetes), neurological score scales (NIHSS), and laboratory tests (BNP, etc.).