The relative importance of each covariate in predicting liver CAP was evaluated using SHAP values, with the highest importance given to BMI (63.1%), followed by ALT (10.7%), diabetes mellitus (7.1%), age (5.7%), and race (5.4%). Here, GPT is linked to diabetes mellitus.