Researchers developed a SuperLearner framework that combines established epigenetic clocks with machine learning to compare DNA methylation-based aging in residents of Costa Rica’s Nicoya Blue Zone with other Costa Ricans. Initial calibration suggested a modest younger epigenetic age among Nicoyans, but accounting more closely for age distribution substantially reduced the apparent advantage, highlighting the importance of population-specific calibration in longevity research.