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An explainable longitudinal multi-modal fusion model for predicting neoadjuvant therapy response in women with breast cancer.
Gao Y, Ventura-Diaz S, Wang X, He M, Xu Z, Weir A, Zhou HY, Zhang T, van Duijnhoven FH, Han L, Li X, D'Angelo A, Longo V, Liu Z, Teuwen J, Kok M, Beets-Tan R, Horlings HM, Tan T, Mann R. Gao Y, et al. Among authors: liu z. Nat Commun. 2024 Nov 7;15(1):9613. doi: 10.1038/s41467-024-53450-8. Nat Commun. 2024. PMID: 39511143 Free PMC article.
Annotation-efficient deep learning for automatic medical image segmentation.
Wang S, Li C, Wang R, Liu Z, Wang M, Tan H, Wu Y, Liu X, Sun H, Yang R, Liu X, Chen J, Zhou H, Ben Ayed I, Zheng H. Wang S, et al. Among authors: liu z, liu x. Nat Commun. 2021 Oct 8;12(1):5915. doi: 10.1038/s41467-021-26216-9. Nat Commun. 2021. PMID: 34625565 Free PMC article.
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