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Peeking into a black box, the fairness and generalizability of a MIMIC-III benchmarking model

Medicine and Health

Peeking into a black box, the fairness and generalizability of a MIMIC-III benchmarking model

E. Röösli, S. Bozkurt, et al.

This study explores critical issues of bias and fairness in a MIMIC-III trained model for predicting in-hospital mortality, revealing significant concerns for Black and publicly insured ICU patients. Conducted by Eliane Röösli, Selen Bozkurt, and Tina Hernandez-Boussard, this research emphasizes the necessity for robust fairness assessments in healthcare model evaluations.... show more
Introduction
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