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Development and validation of a prognostic prediction model for lumbar-disc herniation based on machine learning and fusion of clinical text data and radiomic features

Crossref DOI link: https://doi.org/10.1007/s00586-025-09102-6

Published Online: 2025-06-30

Published Print: 2026-02

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

Authors

Wang, Zhipeng

Zhang, Hongwei

Li, Yuanzhen

Zhang, Xiaogang

Liu, Jianjun

Ren, Zhen

Qin, Daping

Zhao, Xiyun
Funding

Funding for this research was provided by:

The natural science foundation of Gansu Province (24JRRA1037)

Gansu Provincial Youth Talent individual project (2025QNGR72)

Gansu Provincial Youth Talent individual project (2023LQGR07)

National Natural Science Foundation of China (82260941)
License Information

Text and Data Mining valid from 2025-06-30

Version of Record valid from 2025-06-30
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Article History

Received: 27 March 2025

Revised: 15 June 2025

Accepted: 24 June 2025

First Online: 30 June 2025

Declarations

:

: The authors declare no competing interests.

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