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Open access Aug 2026

Spatial pattern-driven interpretable model and biological correlates in brain glioblastoma-lymphoma differentiation

Summary Glioblastoma (GBM) and primary central nervous system lymphoma (PCNSL) often exhibit overlapping appearances on routine MRI, complicating pre-treatment diagnosis. In 1,109 patients from five centers, we constructed standard-space tumor probabilistic maps and derived atlas-anchored spatial features to augment co...

Yi Wang, Haohui Chen, Kai-Yan Su et al. · 0 citations
Aug 2026

Automated CT Volumetry of Peripancreatic Collections for Risk Stratification in Acute Pancreatitis: A Multicenter Retrospective Study.

This deep learning framework enables rapid, fully automated PPC volumetry on CE-CT and provides clinically meaningful risk stratification for organ failure and infection in patients with acute pancreatitis and early peripancreatic collections.

Siyuan Ouyang, Yujun Fan, Fu-Yao Liu et al. · 0 citations

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