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