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Multimodal imaging fusion and machine learning model development: differential diagnosis of spinal inflammatory lesions using combined CT hounsfield units and MRI features

Crossref DOI link: https://doi.org/10.1007/s00586-025-09341-7

Published Online: 2025-10-02

Published Print: 2026-03

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

Authors

Wang, Yuchao

Bai, Xuepeng

Li, Ting

Yuan, Sen

Zong, Shuli

Chen, Yungang

Wang, Hao

Song, Zhen

Wang, Hongchao

Hao, Yanke

Qu, Yiwei

Liu, Junhui

Zhang, Qiang

Liu, Guoyan
Funding

Funding for this research was provided by:

Natural Science Foundation of Shandong Provinc (No.ZR2024MH251)

the Key Project of Shandong Medical and Health Technology (No. 202404070869)

the Science and Technology Development Plan of Jinan Health Commission （CN） (No. 2023-2-3)
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Text and Data Mining valid from 2025-10-02

Version of Record valid from 2025-10-02
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Article History

Received: 7 September 2024

Revised: 20 April 2025

Accepted: 19 June 2025

First Online: 2 October 2025

Declarations

:

: The study was approved by the Ethics Committee of Shandong Province Public Health Clinical Research Center (approval number: GWLCZXEC2024-112-1). Because this study was retrospective and observational in nature, the Ethics Committee of Shandong Provincial Public Health Clinical Center waived the requirement to obtain informed consent.

: The author reports no disclosures.

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