Wentzel, A., Schaafsma, E. and Blignaut, M. 2026. Traditional statistics versus machine learning in clinical registries: A pragmatic workflow for matching methods to data and clinical questions. SA Heart Journal. 26, 2 (May 2026), 97–102. DOI:https://doi.org/10.24170/26-2-8319.