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In vivo heavy metal and diabetes association: A cross-sectional interpretable machine learning analysis of NHANES

Published Online: 2025-07-03

Authors

He, Jianan

Zhou, Wenhao

Zhang, Huanting

Shen, Jie https://orcid.org/0000-0002-9872-6322
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Text and Data Mining valid from 2025-07-03

Version of Record valid from 2025-07-03
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Article History

Received: 23 October 2024

Accepted: 20 June 2025

First Online: 3 July 2025

Declarations

:

: NHANES was approved by the National Center for Health Statistics Ethics Review Board. Signed informed consent was obtained from all participants aged 18 and over.

: The authors declare no competing interests.

: Mr. Jianan He is the guarantor of this work and, as such, had full access to all the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis.

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