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In this issue of Blood, Gutierrez-Rodrigues et al1 use machine learning to predict the disease etiology in a large retrospective cohort of patients with well-annotated bone marrow failure syndrome (BMFS) treated at the National Institutes of Health and the University of Sao Paulo. The ability ...