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Construction of environmental risk score beyond standard linear models using machine learning methods: application to metal mixtures, oxidative stress and cardiovascular disease in NHANES

BACKGROUND: There is growing concern of health effects of exposure to pollutant mixtures. We initially proposed an Environmental Risk Score (ERS) as a summary measure to examine the risk of exposure to multi-pollutants in epidemiologic research considering only pollutant main effects. We expand the...

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Detalhes bibliográficos
Publicado no:Environ Health
Main Authors: Park, Sung Kyun, Zhao, Zhangchen, Mukherjee, Bhramar
Formato: Artigo
Idioma:Inglês
Publicado em: BioMed Central 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5615812/
https://ncbi.nlm.nih.gov/pubmed/28950902
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s12940-017-0310-9
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