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Environmental factors associated with freshwater recreational water quality in Niagara Region, Ontario, Canada: A path analysis

Escherichia coli concentration levels in recreational water are used by beach managers to evaluate the risk of gastrointestinal illness among beachgoers. We examined the relationship between specific environmental factors and E. coli concentration in recreational beaches in the Niagara Region. We an...

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Autores principales: Sanchez, J. Johanna, Young, Ian, Heasley, Cole, Kelly, Jeremy, Habjan, Anthony, Waterhouse, Ryan, Tustin, Jordan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cambridge University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8527742/
http://dx.doi.org/10.1017/S0950268821002120
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author Sanchez, J. Johanna
Young, Ian
Heasley, Cole
Kelly, Jeremy
Habjan, Anthony
Waterhouse, Ryan
Tustin, Jordan
author_facet Sanchez, J. Johanna
Young, Ian
Heasley, Cole
Kelly, Jeremy
Habjan, Anthony
Waterhouse, Ryan
Tustin, Jordan
author_sort Sanchez, J. Johanna
collection PubMed
description Escherichia coli concentration levels in recreational water are used by beach managers to evaluate the risk of gastrointestinal illness among beachgoers. We examined the relationship between specific environmental factors and E. coli concentration in recreational beaches in the Niagara Region. We analysed E. coli geometric means collected from eight beaches from two of the Great Lakes in the Niagara Region in Ontario, between 2011 and 2019. We applied path analysis to evaluate the relationship between the environmental factors and E. coli concentrations, including whether effects were direct or indirect via a mediator. Turbidity was found to be an important mediator for the indirect effect of environmental variables overall and in beach-specific models. Rainfall and streamflow had a positive indirect effect on E. coli via turbidity and a direct effect in five out of seven beach models. Streamflow was also a mediator for the indirect effect of previous day air temperature in five out of seven models. In three subset models, outfall E. coli concentration was a mediator for the effect of the environmental factors. Using a novel methodological approach, this study identifies important relationships and pathways that predict beach E. coli concentration in freshwater beaches located on two of the Great Lakes.
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spelling pubmed-85277422021-10-28 Environmental factors associated with freshwater recreational water quality in Niagara Region, Ontario, Canada: A path analysis Sanchez, J. Johanna Young, Ian Heasley, Cole Kelly, Jeremy Habjan, Anthony Waterhouse, Ryan Tustin, Jordan Epidemiol Infect Original Paper Escherichia coli concentration levels in recreational water are used by beach managers to evaluate the risk of gastrointestinal illness among beachgoers. We examined the relationship between specific environmental factors and E. coli concentration in recreational beaches in the Niagara Region. We analysed E. coli geometric means collected from eight beaches from two of the Great Lakes in the Niagara Region in Ontario, between 2011 and 2019. We applied path analysis to evaluate the relationship between the environmental factors and E. coli concentrations, including whether effects were direct or indirect via a mediator. Turbidity was found to be an important mediator for the indirect effect of environmental variables overall and in beach-specific models. Rainfall and streamflow had a positive indirect effect on E. coli via turbidity and a direct effect in five out of seven beach models. Streamflow was also a mediator for the indirect effect of previous day air temperature in five out of seven models. In three subset models, outfall E. coli concentration was a mediator for the effect of the environmental factors. Using a novel methodological approach, this study identifies important relationships and pathways that predict beach E. coli concentration in freshwater beaches located on two of the Great Lakes. Cambridge University Press 2021-09-22 /pmc/articles/PMC8527742/ http://dx.doi.org/10.1017/S0950268821002120 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution and reproduction, provided the original article is properly cited.
spellingShingle Original Paper
Sanchez, J. Johanna
Young, Ian
Heasley, Cole
Kelly, Jeremy
Habjan, Anthony
Waterhouse, Ryan
Tustin, Jordan
Environmental factors associated with freshwater recreational water quality in Niagara Region, Ontario, Canada: A path analysis
title Environmental factors associated with freshwater recreational water quality in Niagara Region, Ontario, Canada: A path analysis
title_full Environmental factors associated with freshwater recreational water quality in Niagara Region, Ontario, Canada: A path analysis
title_fullStr Environmental factors associated with freshwater recreational water quality in Niagara Region, Ontario, Canada: A path analysis
title_full_unstemmed Environmental factors associated with freshwater recreational water quality in Niagara Region, Ontario, Canada: A path analysis
title_short Environmental factors associated with freshwater recreational water quality in Niagara Region, Ontario, Canada: A path analysis
title_sort environmental factors associated with freshwater recreational water quality in niagara region, ontario, canada: a path analysis
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8527742/
http://dx.doi.org/10.1017/S0950268821002120
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