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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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Publicat a:Environ Int
Autors principals: Girguis, Mariam S., Li, Lianfa, Lurmann, Fred, Wu, Jun, Urman, Robert, Rappaport, Edward, Breton, Carrie, Gilliland, Frank, Stram, Daniel, Habre, Rima
Format: Artigo
Idioma:Inglês
Publicat: 2019
Matèries:
Accés en línia: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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