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Refocusing algorithmic fairness on feature-level bias: A diagnostic approach using dutch EHR data

Cathleen S. Parsons et al.
PLOS · Papers · License: CC BY
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electronic-medical-recordsmachine-learning-algorithms
While algorithmic fairness research in healthcare has predominantly focused on disparities in model performance, less attention has been given to the underlying data structures that may drive such disparities. High-level fairness metrics often obscure the deeper feature-level dynamics necessary for
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