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Machine learning and nomogram prediction model to explore the relationship between monocyte-to-high-density lipoprotein cholesterol ratio and asthma: results from the NHANES 2001–2018

Crossref DOI link: https://doi.org/10.1186/s40001-025-03147-5

Published Online: 2025-09-26

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

Authors

Zou, Lizhen

Zhao, Jijing

Ruan, Yingding

Wang, Yunpeng
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Text and Data Mining valid from 2025-09-26

Version of Record valid from 2025-09-26
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Article History

Received: 8 June 2025

Revised: 29 August 2025

Accepted: 1 September 2025

First Online: 26 September 2025

Declarations

:

: The NHANES study protocol was approved by the NCHS Research Ethics Review Board and informed written consent was obtained from all participants in the study.

: Not applicable.

: The authors declare no competing interests.

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