Stress testing reveals gaps in clinic readiness of image-based diagnostic artificial intelligence models

Artificial intelligence models match or exceed dermatologists in melanoma image classification. Less is known about their robustness against real-world variations, and clinicians may incorrectly assume that a model with an acceptable area under the receiver operating characteristic curve or related...

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Bibliografski detalji
Izdano u:NPJ Digit Med
Glavni autori: Young, Albert T., Fernandez, Kristen, Pfau, Jacob, Reddy, Rasika, Cao, Nhat Anh, von Franque, Max Y., Johal, Arjun, Wu, Benjamin V., Wu, Rachel R., Chen, Jennifer Y., Fadadu, Raj P., Vasquez, Juan A., Tam, Andrew, Keiser, Michael J., Wei, Maria L.
Format: Artigo
Jezik:Inglês
Izdano: Nature Publishing Group UK 2021
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Article
Online pristup:https://ncbi.nlm.nih.gov/pmc/articles/PMC7820258/
https://ncbi.nlm.nih.gov/pubmed/33479460
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41746-020-00380-6
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