Benchmarking bias: Expanding clinical AI model card to incorporate bias reporting of social and non-social factors

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 dep...

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Veröffentlicht in:arXiv.org 2024-07
Hauptverfasser: 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
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Sprache:eng
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Zusammenfassung: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.
ISSN:2331-8422