INS and Obesity: The magnitude of this difference (5.84-fold) substantially exceeds the 4.43-fold odds ratio observed in the unmatched analysis, suggesting that age-matching enhanced the detection of true obesity-related metabolic dysfunction by reducing noise from age-related physiological insulin resistance.