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The Impact of Individual Mobility on Long-Term Exposure to Ambient PM(2.5): Assessing Effect Modification by Travel Patterns and Spatial Variability of PM(2.5)
The impact of individuals’ mobility on the degree of error in estimates of exposure to ambient PM [Formula: see text] concentrations is increasingly reported in the literature. However, the degree to which accounting for mobility reduces error likely varies as a function of two related factors—indiv...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7926665/ https://www.ncbi.nlm.nih.gov/pubmed/33672290 http://dx.doi.org/10.3390/ijerph18042194 |
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author | Yoo, Eun-hye Pu, Qiang Eum, Youngseob Jiang, Xiangyu |
author_facet | Yoo, Eun-hye Pu, Qiang Eum, Youngseob Jiang, Xiangyu |
author_sort | Yoo, Eun-hye |
collection | PubMed |
description | The impact of individuals’ mobility on the degree of error in estimates of exposure to ambient PM [Formula: see text] concentrations is increasingly reported in the literature. However, the degree to which accounting for mobility reduces error likely varies as a function of two related factors—individuals’ routine travel patterns and the local variations of air pollution fields. We investigated whether individuals’ routine travel patterns moderate the impact of mobility on individual long-term exposure assessment. Here, we have used real-world time–activity data collected from 2013 participants in Erie/Niagara counties, New York, USA, matched with daily PM [Formula: see text] predictions obtained from two spatial exposure models. We further examined the role of the spatiotemporal representation of ambient PM [Formula: see text] as a second moderator in the relationship between an individual’s mobility and the exposure measurement error using a random effect model. We found that the effect of mobility on the long-term exposure estimates was significant, but that this effect was modified by individuals’ routine travel patterns. Further, this effect modification was pronounced when the local variations of ambient PM [Formula: see text] concentrations were captured from multiple sources of air pollution data (‘a multi-sourced exposure model’). In contrast, the mobility effect and its modification were not detected when ambient PM [Formula: see text] concentration was estimated solely from sparse monitoring data (‘a single-sourced exposure model’). This study showed that there was a significant association between individuals’ mobility and the long-term exposure measurement error. However, the effect could be modified by individuals’ routine travel patterns and the error-prone representation of spatiotemporal variability of PM [Formula: see text]. |
format | Online Article Text |
id | pubmed-7926665 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-79266652021-03-04 The Impact of Individual Mobility on Long-Term Exposure to Ambient PM(2.5): Assessing Effect Modification by Travel Patterns and Spatial Variability of PM(2.5) Yoo, Eun-hye Pu, Qiang Eum, Youngseob Jiang, Xiangyu Int J Environ Res Public Health Article The impact of individuals’ mobility on the degree of error in estimates of exposure to ambient PM [Formula: see text] concentrations is increasingly reported in the literature. However, the degree to which accounting for mobility reduces error likely varies as a function of two related factors—individuals’ routine travel patterns and the local variations of air pollution fields. We investigated whether individuals’ routine travel patterns moderate the impact of mobility on individual long-term exposure assessment. Here, we have used real-world time–activity data collected from 2013 participants in Erie/Niagara counties, New York, USA, matched with daily PM [Formula: see text] predictions obtained from two spatial exposure models. We further examined the role of the spatiotemporal representation of ambient PM [Formula: see text] as a second moderator in the relationship between an individual’s mobility and the exposure measurement error using a random effect model. We found that the effect of mobility on the long-term exposure estimates was significant, but that this effect was modified by individuals’ routine travel patterns. Further, this effect modification was pronounced when the local variations of ambient PM [Formula: see text] concentrations were captured from multiple sources of air pollution data (‘a multi-sourced exposure model’). In contrast, the mobility effect and its modification were not detected when ambient PM [Formula: see text] concentration was estimated solely from sparse monitoring data (‘a single-sourced exposure model’). This study showed that there was a significant association between individuals’ mobility and the long-term exposure measurement error. However, the effect could be modified by individuals’ routine travel patterns and the error-prone representation of spatiotemporal variability of PM [Formula: see text]. MDPI 2021-02-23 2021-02 /pmc/articles/PMC7926665/ /pubmed/33672290 http://dx.doi.org/10.3390/ijerph18042194 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Yoo, Eun-hye Pu, Qiang Eum, Youngseob Jiang, Xiangyu The Impact of Individual Mobility on Long-Term Exposure to Ambient PM(2.5): Assessing Effect Modification by Travel Patterns and Spatial Variability of PM(2.5) |
title | The Impact of Individual Mobility on Long-Term Exposure to Ambient PM(2.5): Assessing Effect Modification by Travel Patterns and Spatial Variability of PM(2.5) |
title_full | The Impact of Individual Mobility on Long-Term Exposure to Ambient PM(2.5): Assessing Effect Modification by Travel Patterns and Spatial Variability of PM(2.5) |
title_fullStr | The Impact of Individual Mobility on Long-Term Exposure to Ambient PM(2.5): Assessing Effect Modification by Travel Patterns and Spatial Variability of PM(2.5) |
title_full_unstemmed | The Impact of Individual Mobility on Long-Term Exposure to Ambient PM(2.5): Assessing Effect Modification by Travel Patterns and Spatial Variability of PM(2.5) |
title_short | The Impact of Individual Mobility on Long-Term Exposure to Ambient PM(2.5): Assessing Effect Modification by Travel Patterns and Spatial Variability of PM(2.5) |
title_sort | impact of individual mobility on long-term exposure to ambient pm(2.5): assessing effect modification by travel patterns and spatial variability of pm(2.5) |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7926665/ https://www.ncbi.nlm.nih.gov/pubmed/33672290 http://dx.doi.org/10.3390/ijerph18042194 |
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