AIP and Hepatic fibrosis: First, this study utilized large cohort population data to compare six indices systematically—CMI, AIP, TyG, TyG-BMI, TyG-WC, and TyG-WHtR—for predicting MASLD incidence and its progression to liver fibrosis.