From Fairness Findings to Fairness Claims: An Evidence Classification Scheme for Clinical AI
An evidence classification scheme is introduced that screens for sample size and precision, and integrates stability across design alternatives directly into the fairness claim, on the estimation of the brain-age gap from structural MRI using the Alzheimer's Disease Neuroimaging Initiative data.