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Multi-task weak supervision enables anatomically-resolved abnormality detection in whole-body FDG-PET/CT

Computational decision support systems could provide clinical value in whole-body FDG-PET/CT workflows. However, limited availability of labeled data combined with the large size of PET/CT imaging exams make it challenging to apply existing supervised machine learning systems. Leveraging recent adva...

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Bibliographische Detailangaben
Veröffentlicht in:Nat Commun
Hauptverfasser: Eyuboglu, Sabri, Angus, Geoffrey, Patel, Bhavik N., Pareek, Anuj, Davidzon, Guido, Long, Jin, Dunnmon, Jared, Lungren, Matthew P.
Format: Artigo
Sprache:Inglês
Veröffentlicht: Nature Publishing Group UK 2021
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7994797/
https://ncbi.nlm.nih.gov/pubmed/33767174
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41467-021-22018-1
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