One of the many debates in the philosophy of race is whether we should eliminate or conserve discourse, thought, and practices reliant on racial terms and categories (i.e., race-talk). In this paper, I consider this debate in the context of medicine. The recent resurgence in anti-racist activism and the COVID-19 pandemic have prompted philosophers, medical professionals, and the public to (re)consider race, its role in long-standing health disparities, and the utility of race-based medicine. In what follows, I argue that while utility is insufficient for adjudicating permissible uses of race in medicine, eliminativism is neither necessary nor sufficient for dealing with the sort of ills associated with race-based medicine. I, then, use a virtue-based framework to adjudicate morally permissible uses of race in medicine. In doing so, I demonstrate the limitations of eliminativism, offer a decision procedure for determining morally permissible uses of race, and demonstrate that the debate regarding eliminating or preserving race-talk need not depend on conclusive answers to metaphysical questions regarding race.