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Ethnicity-Stratified Inflammatory Phenotyping Using GMM Clustering and XGBoost Regression: A Cross-Ethnicity Nearest-Neighbour Framework for Precision CRP Estimation in NHANES 2017–2023

2026-06-30

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<title>Abstract</title> <p> <bold>Background:</bold> Population-level dietary interventions for modifying systemic inflammation obscure individual and ethnic variability in macronutrient-based CRP response. Existing approaches apply uniform thresholds to metabolically diverse individuals, limiting precise and clinical utility. <bold>Methods:</bold> A two-stage machine learning framework was applied to the NHA...

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Literature Corpus work: 52b1c94b-c5d6-52e7-aaf7-024189cacdda
DOI: 10.21203/rs.3.rs-10177807/v1

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Ethnicity-Stratified Inflammatory Phenotyping Using GMM Clustering and XGBoost Regression: A Cross-Ethnicity Nearest-Neighbour Framework for Precision CRP Estimation in NHANES 2017–2023DOI 10.21203/rs.3.rs-10177807/v1Read

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