# Reproduction: Fair Decisions from Calibrated Scores

## Pages

| Page |
| --- |
| [Executive summary](#/executive-summary) |
| [Claim 0: Current anchored-claim evidence map](#/claim-0-current-anchored-claim-map) |
| [Claim 1: Group-calibrated scores, including true class probabilities, violate predictive parity after thresholding](#/claim-1-group-calibrated-scores-including-true-class-probabilities-violate-predictive-parity-after-thresholding) |
| [Claim 2: Presents exact solution for optimal binary randomized classification under sufficiency with finite group-calibrated scores](#/claim-2-presents-exact-solution-for-optimal-binary-randomized-classification-under-sufficiency-with-finite-group-calibrated-scores) |
| [Claim 3: Geometric characterization identifies optimal classifier minimizing deviation from separation subject to sufficiency](#/claim-3-geometric-characterization-identifies-optimal-classifier-minimizing-deviation-from-separation-subject-to-sufficiency) |
| [Conclusion](#/conclusion) |