Data addition from different sources does not reliably boost subgroup fairness in ICU models and often requires post-hoc calibration to work.
recommend using metrics which consider the tradeoff between sensitivity and specificity, such as AUC
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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.