A longitudinal study of 2,260 participants confirms that oral glucose tolerance test (OGTT)-based surrogate indexes, particularly Gutt and Cederholm, are superior to fasting-only measures in predicting type 2 diabetes, providing high clinical utility for metabolic risk stratification.