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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, https://doi.org/10.21105/joss.08497.

Gao J, Smith B, Chou B, Gronsbell J (2025). fairmetrics: Fairness Evaluation Metrics with Confidence Intervals for Binary Protected Attributes. https://github.com/jianhuig/fairmetrics.

Gao J, Chou B, McCaw Z, Thurston H, Varghese P, Hong C, Gronsbell J (2024). “What is Fair? Defining Fairness in Machine Learning for Health.” arXiv:2406.09307, https://arxiv.org/abs/2406.09307.

Corresponding BibTeX entries:

  @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},
  }
  @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},
  }
  @Misc{Gao_Chou_McCaw_Thurston_Varghese_Hong_Gronsbell_2024,
    title = {What is Fair? Defining Fairness in Machine Learning for
      Health},
    author = {Jianhui Gao and Benson Chou and Zachary R. McCaw and
      Hilary Thurston and Paul Varghese and Chuan Hong and Jessica
      Gronsbell},
    year = {2024},
    month = {jun},
    note = {arXiv:2406.09307},
    url = {https://arxiv.org/abs/2406.09307},
  }

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.