Hidden Variables in Deep Learning Digital Pathology and Their Potential to Cause Batch Effects: Prediction Model Study

BACKGROUND: An increasing number of studies within digital pathology show the potential of artificial intelligence (AI) to diagnose cancer using histological whole slide images, which requires large and diverse data sets. While diversification may result in more generalizable AI-based systems, it ca...

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Detalhes bibliográficos
Publicado no:J Med Internet Res
Main Authors: Schmitt, Max, Maron, Roman Christoph, Hekler, Achim, Stenzinger, Albrecht, Hauschild, Axel, Weichenthal, Michael, Tiemann, Markus, Krahl, Dieter, Kutzner, Heinz, Utikal, Jochen Sven, Haferkamp, Sebastian, Kather, Jakob Nikolas, Klauschen, Frederick, Krieghoff-Henning, Eva, Fröhling, Stefan, von Kalle, Christof, Brinker, Titus Josef
Formato: Artigo
Idioma:Inglês
Publicado em: JMIR Publications 2021
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Original Paper
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7886613/
https://ncbi.nlm.nih.gov/pubmed/33528370
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.2196/23436
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