Potential sources of dataset bias complicate investigation of underdiagnosis by machine learning algorithms

no code implementations • 19 Jan 2022 • Mélanie Bernhardt, Charles Jones, Ben Glocker

The models consistently yield higher FPR on subgroups known to be historically underserved, and the study concludes that the models exhibit and potentially even amplify systematic underdiagnosis.

Decision Making Fairness