Illustrative Example of Fairness Tradeoffs in Clinical Risk Prediction Modeling

The notebook in this repo contains code to reproduce the illustrative examples in the following paper:

La Cava, W., Cohen, I.G., Aysola, J. "The Future of Algorithmic Nondiscrimination Compliance in the Affordable Care Act"

• fairness-example.ipynb contains the code for the illustrative example of classification metric tradeoffs.
• mimic-iv-intersections.ipynb contains the code for the estimate of intersectional groups that are adequately sized to power disparity investigations.