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Clinical-grade computational pathology using weakly supervised deep learning on whole slide images

The development of decision support systems for pathology and their deployment in clinical practice have been hindered by the need for large manually annotated datasets. To overcome this problem, we present a multiple instance learning-based deep learning system that uses only the reported diagnoses...

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Detaylı Bibliyografya
Yayımlandı:Nat Med
Asıl Yazarlar: Campanella, Gabriele, Hanna, Matthew G., Geneslaw, Luke, Miraflor, Allen, Silva, Vitor Werneck Krauss, Busam, Klaus J., Brogi, Edi, Reuter, Victor E., Klimstra, David S., Fuchs, Thomas J.
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: 2019
Konular:
Online Erişim:https://ncbi.nlm.nih.gov/pmc/articles/PMC7418463/
https://ncbi.nlm.nih.gov/pubmed/31308507
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41591-019-0508-1
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