ArticleFood science & nutrition2025
Association Between Serum Micronutrients and Advanced CKM Syndrome: An Interpretable Machine Learning-Based Study.
Article in Food science & nutrition, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
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Who cites it
2 citing papers in PubMed.
- Biological Aging Mediates the Associations Between Multiple Serum Micronutrients and All-Cause Mortality Among U.S. Adults.Biological trace element research · 2026Article
- Interpretable Prediction of Late-Stage CKM Syndrome Association From Dietary Nutrients in Accelerated Aging Using SHAP and LIME.Food science & nutrition · 2026Article
Corrections and comments
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Authors and funding
10 authors.
Funding
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Abstract
CKM is a common systemic disorder characterized by pathological and physiological interactions between the cardiovascular system. In recent years, the intake of micronutrients has been considered to be associated with CVD, CKD, and other conditions. However, the association between serum micronutrients and advanced CKM syndrome is still unclear. This study utilized data from the NHANES to analyze 6 serum micronutrients and employed the Boruta algorithm for feature selection. Subsequently, the risk of advanced CKM syndrome was predicted using 7 ML models. Additionally, SHAP and PDPs were employed to analyze the effects of serum micronutrients on advanced CKM syndrome. Results indicate that lower levels of β-carotene, α-tocopherol, lycopene, vitamin C, and 25(OH)D are associated with an increased risk of advanced CKM syndrome (all
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