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Multi-institutional development and external validation of machine learning-based models to predict relapse risk of pancreatic ductal adenocarcinoma after radical resection

Crossref DOI link: https://doi.org/10.1186/s12967-021-02955-7

Published Online: 2021-06-30

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

Authors

Li, Xiawei

Yang, Litao

Yuan, Zheping

Lou, Jianyao

Fan, Yiqun

Shi, Aiguang

Huang, Junjie

Zhao, Mingchen

Wu, Yulian https://orcid.org/0000-0002-4090-0551
Funding

Funding for this research was provided by:

National Natural Science Foundation of China (81772562)

Fundamental Research Funds for the Central Universities (2021FZZX005-08)
License Information

Text and Data Mining valid from 2021-06-30

Version of Record valid from 2021-06-30
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Article History

Received: 30 March 2021

Accepted: 19 June 2021

First Online: 30 June 2021

Declarations

:

: The study was approved by the Institutional Review Boards of 3 institutions. And no additional patient consent was required since the medical records were retrospectively reviewed.

: All the authors agree to the publication of this work.

: The authors declare no potential conflicts of interest.

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