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Irene Y. Chen, Emma Pierson, Sherri Rose, Shalmali Joshi, Kadija Ferryman, Marzyeh Ghassemi
The use of machine learning (ML) in healthcare raises numerous ethical concerns, especially as models can amplify existing health inequities. Here, we outline ethical considerations for equitable ML in the advancement of healthcare. Specifically, we frame ethics of ML in healthcare through the lens of social justice. We describe ongoing efforts and outline challenges in a proposed pipeline of ethical ML in health, ranging from problem selection to postdeployment considerations. We close by summarizing recommendations to address these challenges.
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Chen, I. Y., Pierson, E., Rose, S., Joshi, S., Ferryman, K., & Ghassemi, M. (2021). Ethical Machine Learning in Healthcare. Annual Review of Biomedical Data Science, 4(1), 123–144. https://doi.org/10.1146/annurev-biodatasci-092820-114757
Chen, Irene Y., et al. "Ethical Machine Learning in Healthcare." Annual Review of Biomedical Data Science, vol. 4, no. 1, 2021, pp. 123–144, https://doi.org/10.1146/annurev-biodatasci-092820-114757.
Chen, Irene Y., Emma Pierson, Sherri Rose, Shalmali Joshi, Kadija Ferryman, and Marzyeh Ghassemi. "Ethical Machine Learning in Healthcare." Annual Review of Biomedical Data Science 4, no. 1 (2021): 123–144. https://doi.org/10.1146/annurev-biodatasci-092820-114757.
Chen I. Y., Pierson E., Rose S. [и др.] Ethical Machine Learning in Healthcare // Annual Review of Biomedical Data Science. — 2021. — Vol. 4, № 1. — P. 123–144. — URL: https://doi.org/10.1146/annurev-biodatasci-092820-114757
@article{chen2021ethical,
title = {{Ethical Machine Learning in Healthcare}},
author = {Irene Y. Chen and Emma Pierson and Sherri Rose and Shalmali Joshi and Kadija Ferryman and Marzyeh Ghassemi},
journal = {Annual Review of Biomedical Data Science},
year = {2021},
volume = {4},
number = {1},
pages = {123--144},
doi = {10.1146/annurev-biodatasci-092820-114757},
url = {https://doi.org/10.1146/annurev-biodatasci-092820-114757}
}TY - JOUR AU - Chen, Irene Y. AU - Pierson, Emma AU - Rose, Sherri AU - Joshi, Shalmali AU - Ferryman, Kadija AU - Ghassemi, Marzyeh TI - Ethical Machine Learning in Healthcare JO - Annual Review of Biomedical Data Science VL - 4 IS - 1 SP - 123 EP - 144 PY - 2021 DA - 2021/05/06 DO - 10.1146/annurev-biodatasci-092820-114757 UR - https://doi.org/10.1146/annurev-biodatasci-092820-114757 ER -
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