A survey of 83 Prolific workers finds that people evaluating a kidney transplant prediction model prefer separation and sufficiency fairness metrics over independence, and view the model as fair by gender and race but unfair by age.
Fair Regression: Quantitative Definitions and Reduction-based Algorithms
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Fairness Perceptions in Regression-based Predictive Models
A survey of 83 Prolific workers finds that people evaluating a kidney transplant prediction model prefer separation and sufficiency fairness metrics over independence, and view the model as fair by gender and race but unfair by age.