GPT and metabolic dysfunction-associated steatotic liver disease: Based on the RF analysis results, BMI, ALT, TG, UA, CRE, AST, and LYMPH were identified as important independent predictors of NAFLD among the 15 retained features and were used as independent variables to construct Model II (see Additional file 2).