Construction of environmental risk score beyond standard linear models using machine learning methods: application to metal mixtures, oxidative stress and cardiovascular disease in NHANES
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Title
Construction of environmental risk score beyond standard linear models using machine learning methods: application to metal mixtures, oxidative stress and cardiovascular disease in NHANES
Authors
Keywords
Bayesian additive regression tree (BART), Bayesian kernel machine regression (BKMR), Cardiovascular disease, Elastic-net, Environmental risk score (ERS), Machine learning, Metals, Mixtures, Multipollutants, Super Learner
Journal
Environmental Health
Volume 16, Issue 1, Pages -
Publisher
Springer Nature
Online
2017-09-26
DOI
10.1186/s12940-017-0310-9
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