Metabolic risk stratification of night shift workers in a large retail workplace through clustering and SHAP interpretation

It has been confirmed that the metabolic health risks of night workers vary from person to person, and that these differences can be effectively classified (tiered) through machine learning analysis. The results of this study serve as an important foundation for developing customized industrial health strategies, such as redesigning work schedules or personalized health care and prevention programs.

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Publication Details

Journal
Frontiers in Public Health
Published
2026-01-12
DOI
https://doi.org/10.3389/fpubh.2025.1704046
Citations
1
Primary Topic
Sleep and Work-Related Fatigue
Type
article
Field-Weighted Citation Impact
42.68

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article

Metabolic risk stratification of night shift workers in a large retail workplace through clustering and SHAP interpretation

Junehee Lee, J. S. Lee, Eunchul Jang, SangHee Hong et al.
1 citations
Frontiers in Public Health
Sleep and Work-Related Fatigue
42.68
article

Metabolic risk stratification of night shift workers in a large retail workplace through clustering and SHAP interpretation

Junehee Lee, J. S. Lee, Eunchul Jang, SangHee Hong, InHo Lee
article en
1 citations

Abstract

It has been confirmed that the metabolic health risks of night workers vary from person to person, and that these differences can be effectively classified (tiered) through machine learning analysis. The results of this study serve as an important foundation for developing customized industrial health strategies, such as redesigning work schedules or personalized health care and prevention programs.

Frontiers in Public HealthVol. 13
Soonchunhyang University (KR), Soonchunhyang University Hospital Seoul (KR)
Soonchunhyang University
Openalex Percentile: Top 1%
Sleep and Work-Related Fatigue
42.68
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