108 citations · 199 across the 5 of their papers we have counts for
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cs.AI2022★ 7 cited
Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed
Melanie Bernhardt, Fabio De Sousa Ribeiro, Ben Glocker
Failure detection in automated image classification is a critical safeguard for clinical deployment. Detected failure cases can be referred to human assessment, ensuring patient sa…
cs.AI2022★ 51 cited
Potential sources of dataset bias complicate investigation of underdiagnosis by machine learning algorithms
Mélanie Bernhardt, Charles Jones, Ben Glocker
An increasing number of reports raise concerns about the risk that machine learning algorithms could amplify health disparities due to biases embedded in the training data. Seyyed-…