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The ecological niche of reported rabies cases in Canada is similar to Alaska
The ecology of rabies in the circumpolar North is still not well understood. We use machine learning, a geographic information system and data explicit in time and space obtained for reported rabies cases and predictors in Canada to develop an ecological niche model for the distribution of reported...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8453923/ https://www.ncbi.nlm.nih.gov/pubmed/33955689 http://dx.doi.org/10.1111/zph.12835 |
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author | Huettmann, Falk Hueffer, Karsten |
author_facet | Huettmann, Falk Hueffer, Karsten |
author_sort | Huettmann, Falk |
collection | PubMed |
description | The ecology of rabies in the circumpolar North is still not well understood. We use machine learning, a geographic information system and data explicit in time and space obtained for reported rabies cases and predictors in Canada to develop an ecological niche model for the distribution of reported rabies cases in the American north (Alaska and Canada). The ecological niche model based on reported rabies cases in Canada predicted reported rabies cases in Alaska, suggesting a rather robust inference and even similar drivers on a continental scale. As found in Alaska, proximity to human infrastructure—specifically along the coast—was a strong predictor in the detection of rabies cases in Canada. Also, this finding highlights the need for a more systematic landscape sampling for rabies infection model predictions to better understand and tackle the ecology of this important zoonotic disease on a landscape scale at some distance from human infrastructure in wilderness areas. |
format | Online Article Text |
id | pubmed-8453923 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84539232021-09-27 The ecological niche of reported rabies cases in Canada is similar to Alaska Huettmann, Falk Hueffer, Karsten Zoonoses Public Health Short Communications The ecology of rabies in the circumpolar North is still not well understood. We use machine learning, a geographic information system and data explicit in time and space obtained for reported rabies cases and predictors in Canada to develop an ecological niche model for the distribution of reported rabies cases in the American north (Alaska and Canada). The ecological niche model based on reported rabies cases in Canada predicted reported rabies cases in Alaska, suggesting a rather robust inference and even similar drivers on a continental scale. As found in Alaska, proximity to human infrastructure—specifically along the coast—was a strong predictor in the detection of rabies cases in Canada. Also, this finding highlights the need for a more systematic landscape sampling for rabies infection model predictions to better understand and tackle the ecology of this important zoonotic disease on a landscape scale at some distance from human infrastructure in wilderness areas. John Wiley and Sons Inc. 2021-05-06 2021-09 /pmc/articles/PMC8453923/ /pubmed/33955689 http://dx.doi.org/10.1111/zph.12835 Text en © 2021 The Authors. Zoonoses and Public Health published by Wiley‐VCH GmbH https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Short Communications Huettmann, Falk Hueffer, Karsten The ecological niche of reported rabies cases in Canada is similar to Alaska |
title | The ecological niche of reported rabies cases in Canada is similar to Alaska |
title_full | The ecological niche of reported rabies cases in Canada is similar to Alaska |
title_fullStr | The ecological niche of reported rabies cases in Canada is similar to Alaska |
title_full_unstemmed | The ecological niche of reported rabies cases in Canada is similar to Alaska |
title_short | The ecological niche of reported rabies cases in Canada is similar to Alaska |
title_sort | ecological niche of reported rabies cases in canada is similar to alaska |
topic | Short Communications |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8453923/ https://www.ncbi.nlm.nih.gov/pubmed/33955689 http://dx.doi.org/10.1111/zph.12835 |
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