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Prediction of metabolically healthy obesity based on dietary nutrients: a comparative analysis of six machine learning models with SHAP and LIME interpretation

Crossref DOI link: https://doi.org/10.1007/s40519-026-01821-z

Published Online: 2026-02-09

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

Authors

Ji, Chenyi

Qin, Zhijian

Yang, Yucheng

Shen, Yao

Gao, Jie

Zhu, Fangrun

Liu, Fang
License Information

Text and Data Mining valid from 2026-02-09

Version of Record valid from 2026-02-19
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Article History

Received: 26 September 2025

Accepted: 30 January 2026

First Online: 9 February 2026

Declarations

:

: The current study was performed in accordance with the ethical standards of the 1964 Declaration of Helsinki and its later amendments. It was approved by the Ethics Review Board of the U.S. National Center for Health Statistics, and written informed consent was obtained from all participants.

: Not applicable.

: The authors declare no competing interest.

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