SHAP analysis confirmed waist circumference (WC), triglycerides (TG), insulin, red blood cell count (RBC), and HDL as the most influential predictors of adolescent NAFLD, with glucose and platelet count also contributing (Figure 9). Here, INS is linked to metabolic dysfunction-associated steatotic liver disease.