Benchmarking bias: Expanding clinical AI model card to incorporate bias reporting of social and non-social factors
2023-11-21Unverified0· sign in to hype
Carolina A. M. Heming, Mohamed Abdalla, Shahram Mohanna, Monish Ahluwalia, Linglin Zhang, Hari Trivedi, Minjae Woo, Benjamin Fine, Judy Wawira Gichoya, Leo Anthony Celi, Laleh Seyyed-Kalantari
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ReproduceAbstract
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.