By using univariate analysis in the training group, the male sex, CP ratio, BMI, alanine aminotransferase (ALT), aspartate aminotransferase (AST), uric acid, and triglyceride were associated with NASH (p < 0.05, Table 3). Here, CP is linked to metabolic dysfunction-associated steatohepatitis.