Weakly supervised classification of aortic valve malformations using unlabeled cardiac MRI sequences

Biomedical repositories such as the UK Biobank provide increasing access to prospectively collected cardiac imaging, however these data are unlabeled, which creates barriers to their use in supervised machine learning. We develop a weakly supervised deep learning model for classification of aortic v...

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Detalhes bibliográficos
Publicado no:Nat Commun
Main Authors: Fries, Jason A., Varma, Paroma, Chen, Vincent S., Xiao, Ke, Tejeda, Heliodoro, Saha, Priyanka, Dunnmon, Jared, Chubb, Henry, Maskatia, Shiraz, Fiterau, Madalina, Delp, Scott, Ashley, Euan, Ré, Christopher, Priest, James R.
Formato: Artigo
Idioma:Inglês
Publicado em: Nature Publishing Group UK 2019
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Article
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6629670/
https://ncbi.nlm.nih.gov/pubmed/31308376
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41467-019-11012-3
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