A Correction on Explainable deep learning for healthcare workforce attrition: a methodological study on the Watson healthcare synthetic benchmark by Yin, D., Lu, X., and Mei, T. (2026). Front. Public Health 14:1861450. doi: 10.3389/fpubh.2026.1861450 In the published article, the 5-fold cross-validation results for the proposed deep neural network were produced under a protocol in which the early-stopping split was drawn from data that also entered the evaluation folds.