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Development of a machine learning model related to explore the association between heavy metal exposure and alveolar bone loss among US adults utilizing SHAP: a study based on NHANES 2015–2018

Crossref DOI link: https://doi.org/10.1186/s12889-025-21658-y

Published Online: 2025-02-04

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

Authors

Chen, Jiayi
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Text and Data Mining valid from 2025-02-04

Version of Record valid from 2025-02-04
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Article History

Received: 23 September 2024

Accepted: 28 January 2025

First Online: 4 February 2025

Declarations

:

: This study was conducted according to the guideline laid down in the Declaration of Helsinki, and all procedures involving study participants were approved by the Institutional Review Board of the National Center for Health Statistics (NCHS). Ethical review and approval were waived for this study as it solely used publicly available data for research and publication. Informed consent was obtained from all subjects involved in the NHANES.

: Not applicable.

: The author declares no competing interests.

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