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Exposure measurement error in air pollution studies: A framework for assessing shared, multiplicative measurement error in ensemble learning estimates of nitrogen oxides

BACKGROUND: Increasingly ensemble learning-based spatiotemporal models are being used to estimate residential air pollution exposures in epidemiological studies. While these machine learning models typically have improved performance, they suffer from exposure measurement error that is inherent in a...

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Detaylı Bibliyografya
Yayımlandı:Environ Int
Asıl Yazarlar: Girguis, Mariam S., Li, Lianfa, Lurmann, Fred, Wu, Jun, Urman, Robert, Rappaport, Edward, Breton, Carrie, Gilliland, Frank, Stram, Daniel, Habre, Rima
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: 2019
Konular:
Online Erişim:https://ncbi.nlm.nih.gov/pmc/articles/PMC6499078/
https://ncbi.nlm.nih.gov/pubmed/30711654
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.envint.2018.12.025
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