To cite fairmetrics in publications, please use one of the following: Smith B, Gao J, Chou B, Gronsbell J (2025). “fairmetrics: An R package for group fairness evaluation.” _Journal of Open Source Software_, *10*(113), 8497. doi:10.21105/joss.08497 . . A BibTeX entry for LaTeX users is @Article{, title = {fairmetrics: An R package for group fairness evaluation}, author = {Benjamin Smith and Jianhui Gao and Benson Chou and Jessica Gronsbell}, year = {2025}, journal = {Journal of Open Source Software}, volume = {10}, number = {113}, pages = {8497}, doi = {10.21105/joss.08497}, url = {https://doi.org/10.21105/joss.08497}, publisher = {The Open Journal}, } Gao J, Smith B, Chou B, Gronsbell J (2025). _fairmetrics: Fairness Evaluation Metrics with Confidence Intervals for Binary Protected Attributes_. . A BibTeX entry for LaTeX users is @Manual{, title = {fairmetrics: Fairness Evaluation Metrics with Confidence Intervals for Binary Protected Attributes}, author = {Jianhui Gao and Benjamin Smith and Benson Chou and Jessica Gronsbell}, year = {2025}, url = {https://github.com/jianhuig/fairmetrics}, } Gao J, Chou B, McCaw ZR, Thurston H, Varghese P, Hong C, Gronsbell J (2025). "What Is Fair? Defining Fairness in Machine Learning for Health.", Statistics in Medicine, 44(20-22), e70234. doi:10.1002/sim.70234 A BibTeX entry for LaTeX users is @Article{, author = {Jianhui Gao and Benson Chou and Zachary R. McCaw and Hilary Thurston and Paul Varghese and Chuan Hong and Jessica Gronsbell}, title = {What Is Fair? Defining Fairness in Machine Learning for Health}, journal = {Statistics in Medicine}, year = {2025}, volume = {44}, number = {20-22}, pages = {e70234}, doi = {10.1002/sim.70234}, url = {https://onlinelibrary.wiley.com/doi/abs/10.1002/sim.70234}, }