Benchmarking bias: Expanding clinical AI model card to incorporate bias reporting of social and non-social factors
Fuente:
arXiv
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| Autores principales: | , , , , , , , , , , |
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| Formato: | Preprint |
| Publicado: |
2023
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| Materias: | |
| Acceso en línea: | |
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| _version_ | 1866916308320256000 |
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| author | Heming, Carolina A. M. Abdalla, Mohamed Mohanna, Shahram Ahluwalia, Monish Zhang, Linglin Trivedi, Hari Woo, MinJae Fine, Benjamin Gichoya, Judy Wawira Celi, Leo Anthony Seyyed-Kalantari, Laleh |
| author_facet | Heming, Carolina A. M. Abdalla, Mohamed Mohanna, Shahram Ahluwalia, Monish Zhang, Linglin Trivedi, Hari Woo, MinJae Fine, Benjamin Gichoya, Judy Wawira Celi, Leo Anthony Seyyed-Kalantari, Laleh |
| contents | Clinical AI model reporting cards should be expanded to incorporate a broad bias reporting of both social and non-social factors. Non-social factors consider the role of other factors, such as disease dependent, anatomic, or instrument factors on AI model bias, which are essential to ensure safe deployment. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2311_12560 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | Benchmarking bias: Expanding clinical AI model card to incorporate bias reporting of social and non-social factors Heming, Carolina A. M. Abdalla, Mohamed Mohanna, Shahram Ahluwalia, Monish Zhang, Linglin Trivedi, Hari Woo, MinJae Fine, Benjamin Gichoya, Judy Wawira Celi, Leo Anthony Seyyed-Kalantari, Laleh Computer Vision and Pattern Recognition Clinical AI model reporting cards should be expanded to incorporate a broad bias reporting of both social and non-social factors. Non-social factors consider the role of other factors, such as disease dependent, anatomic, or instrument factors on AI model bias, which are essential to ensure safe deployment. |
| title | Benchmarking bias: Expanding clinical AI model card to incorporate bias reporting of social and non-social factors |
| topic | Computer Vision and Pattern Recognition |
| url | https://arxiv.org/abs/2311.12560 |