A Systematic Review of ‘Fair’ AI Model Development for Image Classification and Prediction
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Published:2022-10-15
Issue:6
Volume:42
Page:816-827
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ISSN:1609-0985
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Container-title:Journal of Medical and Biological Engineering
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language:en
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Short-container-title:J. Med. Biol. Eng.
Author:
Correa Ramon, Shaan Mahtab, Trivedi Hari, Patel Bhavik, Celi Leo Anthony G., Gichoya Judy W., Banerjee ImonORCID
Publisher
Springer Science and Business Media LLC
Subject
Biomedical Engineering,General Medicine
Reference47 articles.
1. Rajpurkar, P., Irvin, J., Zhu, K., Yang, B., Mehta, H., Duan, T., Ding, D., Bagul, A., Langlotz, C., Shpanskaya, K., Lungren, M. P., & Ng, A. Y. CheXNet: Radiologist-level pneumonia detection on chest x-rays with deep learning, 2. Ting, D. S. W., Cheung, C. Y.-L., Lim, G., Tan, G. S. W., Quang, N. D., Gan, A., Hamzah, H., Garcia-Franco, R., San Yeo, I. Y., Lee, S. Y., Wong, E. Y. M., Sabanayagam, C., Baskaran, M., Ibrahim, F., Tan, N. C., Finkelstein, E. A., Lamoureux, E. L., Wong, I. Y., $$\ldots$$ Wong, T. Y. Development and validation of a deep learning system for diabetic retinopathy and related eye diseases using retinal images from multiethnic populations with diabetes. JAMA, 318(22), 2211–2223. 3. Becker, A. S., Marcon, M., Ghafoor, S., Wurnig, M. C., Frauenfelder, T., & Boss, A. (2017). Deep learning in mammography: Diagnostic accuracy of a multipurpose image analysis software in the detection of breast cancer. Investigative Radialogy, 52(7), 434–440. 4. Lee, H., Lee, E.-J., Ham, S., Lee, H.-B., Lee, J. S., Kwon, S. U., Kim, J. S., Kim, N., & Kang, D.-W. (2020). Machine learning approach to identify stroke within 4.5 hours. Stroke, 51(3), 860–866. 5. Seyyed-Kalantari, L., Zhang, H., McDermott, M., Chen, I. Y., & Ghassemi, M. (2021). Underdiagnosis bias of artificial intelligence algorithms applied to chest radiographs in under-served patient populations. Nature Medicine, 27(12), 2176–2182.
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