Data addition from different sources does not reliably boost subgroup fairness in ICU models and often requires post-hoc calibration to work.
Sam Corbett-Davies, Emma Pierson, Avi Feller, Sharad Goel, and Aziz Huq
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Investigating Data Interventions for Subgroup Fairness: An ICU Case Study
Data addition from different sources does not reliably boost subgroup fairness in ICU models and often requires post-hoc calibration to work.