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This is a Machine Learning study (also classified as: Logistic Regression, Generalized Additive Models).

September 10, 2025Frontiers in NutritionOpen Access

Exploring the association between vitamin D levels and dyslipidemia risk: insights from machine learning and generalized additive models

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The study confirms a robust association between vitamin D levels and dyslipidemia risk.
Vitamin D insufficiency increases dyslipidemia risk by 2.11 times compared to sufficiency.
Generalized additive models indicate a significant negative relationship between 25(OH)D and dyslipidemia risk.
Further well-designed studies are needed to validate the findings of this association.

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Analysis reveals a significant link between vitamin D levels and dyslipidemia risk, suggesting implications for public health.

Tianxiu et al. (2025) studied this question.

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