This study compared 6 algorithmic fairness–improving approaches for low-birth-weight predictive models and found that they improved accuracy but decreased sensitivity for Black populations.
Revisions of the Hospital Readmissions Reduction Program should consider including community characteristics in risk adjustment models and adding mechanisms that recognize improvement given the uniqueness of the Mississippi Delta region.