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Semantic Scholar Open Access 2020 525 sitasi

Ethical Machine Learning in Health Care

I. Chen E. Pierson Sherri Rose Shalmali Joshi Kadija S. Ferryman +1 lainnya
Lihat Sumber DOI

Abstrak

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.

Topik & Kata Kunci

Computer Science Psychology Medicine Sociology

Penulis (6)

I

I. Chen

E

E. Pierson

S

Sherri Rose

S

Shalmali Joshi

K

Kadija S. Ferryman

M

M. Ghassemi

Format Sitasi

APA MLA BibTeX
Chen, I., Pierson, E., Rose, S., Joshi, S., Ferryman, K.S., Ghassemi, M. (2020). Ethical Machine Learning in Health Care. https://doi.org/10.1146/annurev-biodatasci-092820-114757

Akses Cepat

Lihat di Sumber doi.org/10.1146/annurev-biodatasci-092820-114757
Informasi Jurnal
Tahun Terbit
2020
Bahasa
en
Total Sitasi
525×
Sumber Database
Semantic Scholar
DOI
10.1146/annurev-biodatasci-092820-114757
Akses
Open Access ✓