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Interpretable stacking model integrating intra-/peritumoral CT-radiomics and serum biomarkers for predicting microvascular invasion in HCC: a dual-center retrospective study

Crossref DOI link: https://doi.org/10.1186/s12876-026-04772-y

Published Online: 2026-03-26

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Wang, Fei

Liu, Meng

Liang, Meiheng

Zhang, Daowen

Tang, Xiaolin

Yang, Ming
Funding

Funding for this research was provided by:

Science and Technology Project by Sichuan Provincial Health Commission (24WSXT011)
License Information

Text and Data Mining valid from 2026-03-26

Version of Record valid from 2026-05-05
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Article History

Received: 13 December 2025

Accepted: 24 March 2026

First Online: 26 March 2026

Declarations

:

: This retrospective study was approved by the institutional ethics committee of Luzhou People’s Hospital (LKT202405009) and XinQiao Hospital of Army Medical University (202304701), and the informed consent was waived. Meanwhile, this study was conducted in accordance with the Declaration of Helsinki (as revised in 2008).

: Not applicable.

: The authors declare no competing interests.

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