NEWS
clinicalfair 0.1.1
- Initial release.
fairness_data(): Bundle predictions, labels, protected attributes.
fairness_metrics(): Group-wise fairness metrics (selection rate,
TPR, FPR, PPV, accuracy, AUC, Brier) with optional bootstrap CIs.
fairness_report(): Audit report with four-fifths rule screening.
threshold_optimize(): Group-specific threshold mitigation
(equalized odds / demographic parity) with configurable grid
resolution.
intersectional_fairness(): Cross-tabulated multi-attribute
analysis with small-group filtering.
autoplot(), plot_roc(), plot_calibration(): Visualization.
- Built-in simulated COMPAS dataset for demonstrations.