Concepedia

Fairness Analysis

Fairness Analysis is a systematic evaluation method within electronic health record analytics that identifies and quantifies biases in algorithmic outputs to ensure equitable performance across diverse demographic or clinical subgroups.

332

Publications

27.2K

Citations

1.2K

Authors

522

Institutions

Publications per year

2017–2026

207

Parents

Publications

332

Dissecting racial bias in an algorithm used to manage the health of populations

Ziad Obermeyer, Brian W. Powers, Christine Vogeli et al. · Science · 2019 · 6.1K citations · Full text

, , +17

Ensuring Fairness in Machine Learning to Advance Health Equity

Alvin Rajkomar, Michaela Hardt, Michael Howell et al. · Annals of Internal Medicine · 2018 · 1.2K citations · Full text

, , +17

Fairness in Criminal Justice Risk Assessments: The State of the Art

Richard A. Berk, Hoda Heidari, Shahin Jabbari et al. · Sociological Methods & Research · 2018 · 992 citations

, , +12

Fairness and Bias in Artificial Intelligence: A Brief Survey of Sources, Impacts, and Mitigation Strategies

Emilio Ferrara · Sci · 2023 · 690 citations · Full text

, , +17

FA*IR

Meike Zehlike, Francesco Bonchi, Carlos Castillo et al. · 2017 · 479 citations · Full text

, , +12

1–5 of 332

Authors

1.2K

  1. SS
    Susanna‐Assunta Sansone

    University of Oxford, United Kingdom

    5 publications · 198 citations

    5

    h-index

  2. YN
    Yale N. Patt

    The University of Texas at Austin, United States

    4 publications · 487 citations

    4

    h-index

  3. AA
    Abolfazl Asudeh

    University of Illinois Chicago, United States

    4 publications · 89 citations

    4

    h-index

  4. OM
    Onur Mutlu

    Carnegie Mellon University, United States

    4 publications · 487 citations

    4

    h-index

  5. JW
    Judy Wawira Gichoya

    Emory University, United States

    4 publications · 487 citations

    4

    h-index

1–5 of 1.2K

Institutions

522

  1. Harvard University

    Cambridge, United States

    10 h-index

    26 publications

    1K citations

  2. Stanford University

    Stanford, United States

    10 h-index

    39 publications

    2K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    9 h-index

    16 publications

    1.1K citations

  4. University of Oxford

    Oxford, United Kingdom

    8 h-index

    26 publications

    1.3K citations

  5. The University of Texas at Austin

    Austin, United States

    8 h-index

    20 publications

    1.8K citations

  6. University of Toronto

    Toronto, Canada

    7 h-index

    16 publications

    769 citations

  7. Massachusetts Institute of Technology

    Cambridge, United States

    7 h-index

    25 publications

    1.6K citations

  8. University of California, Berkeley

    Berkeley, United States

    7 h-index

    23 publications

    7.2K citations

1–8 of 522

Venues

  1. arXiv (Cornell University)

    Repository · 24 publications · 839 citations

    15

    h-index

  2. 5

    h-index

  3. Scientific Reports

    5 publications · 272 citations

    5

    h-index

  4. Nature Communications

    4 publications · 336 citations

    4

    h-index

  5. BMJ Health & Care Informatics

    4 publications · 183 citations

    4

    h-index

1–5