CheXclusion: Fairness gaps in deep chest X-ray classifiers

Seyyed-Kalantari Laleh
Seyyed-Kalantari Laleh
Liu Guanxiong
Liu Guanxiong
McDermott Matthew
McDermott Matthew

PSB, 2021.

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摘要

Machine learning systems have received much attention recently for their ability to achieve expert-level performance on clinical tasks, particularly in medical imaging. Here, we examine the extent to which state-of-the-art deep learning classifiers trained to yield diagnostic labels from X-ray images are biased with respect to protected...更多

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