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A multidimensional risk prediction framework for malignant intestinal obstruction based on machine learning: computational model development and clinical validation

Crossref DOI link: https://doi.org/10.1038/s41598-026-51560-5

Published Online: 2026-06-12

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

Authors

Song, Chuntao

Cheng, Zian
Funding

Funding for this research was provided by:

the Medical Scientific Research Project Plan of Hebei Province (20230955)
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Text and Data Mining valid from 2026-06-12

Version of Record valid from 2026-09-02
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Article History

Received: 11 September 2025

Accepted: 28 April 2026

First Online: 12 June 2026

Declarations

Competing interests: The authors declare no competing interests.

Ethical approval: This study was conducted in accordance with the guidelines of the Declaration of Helsinki and was approved by the Ethics Committee of The Fourth Hospital of Hebei Medical University. The studies were conducted in accordance with the local legislation and institutional requirements.

Informed consent: Written informed consent for participation in this study was provided by the participants’ legal guardians/next of kin.

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