clinicalfair 0.1.0
- 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.