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The use of canid tooth marks on bone for the identification of livestock predation
Historically wolves and humans have had a conflictive relationship which has driven the wolf to extinction in some areas across Northern America and Europe. The last decades have seen a rise of multiple government programs to protect wolf populations. Nevertheless, these programs have been controver...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6841930/ https://www.ncbi.nlm.nih.gov/pubmed/31705057 http://dx.doi.org/10.1038/s41598-019-52807-0 |
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author | Yravedra, José Maté-González, Miguel Ángel Courtenay, Lloyd A. González-Aguilera, Diego Fernández, Maximiliano Fernández |
author_facet | Yravedra, José Maté-González, Miguel Ángel Courtenay, Lloyd A. González-Aguilera, Diego Fernández, Maximiliano Fernández |
author_sort | Yravedra, José |
collection | PubMed |
description | Historically wolves and humans have had a conflictive relationship which has driven the wolf to extinction in some areas across Northern America and Europe. The last decades have seen a rise of multiple government programs to protect wolf populations. Nevertheless, these programs have been controversial in rural areas, product of the predation of livestock by carnivores. As a response to such issues, governments have presented large scale economic plans to compensate the respected owners. The current issue lies in the lack of reliable techniques that can be used to detect the predator responsible for livestock predation. This has led to complications when obtaining subsidies, creating conflict between landowners and government officials. The objectives of this study therefore are to provide a new alternative approach to differentiating between tooth marks of different predators responsible for livestock predation. Here we present the use of geometric morphometrics and Machine Learning algorithms to discern between different carnivores through in depth analysis of the tooth marks they leave on bone. These results present high classification rates with up to 100% accuracy in some cases, successfully differentiating between wolves, dogs and fox tooth marks. |
format | Online Article Text |
id | pubmed-6841930 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-68419302019-11-14 The use of canid tooth marks on bone for the identification of livestock predation Yravedra, José Maté-González, Miguel Ángel Courtenay, Lloyd A. González-Aguilera, Diego Fernández, Maximiliano Fernández Sci Rep Article Historically wolves and humans have had a conflictive relationship which has driven the wolf to extinction in some areas across Northern America and Europe. The last decades have seen a rise of multiple government programs to protect wolf populations. Nevertheless, these programs have been controversial in rural areas, product of the predation of livestock by carnivores. As a response to such issues, governments have presented large scale economic plans to compensate the respected owners. The current issue lies in the lack of reliable techniques that can be used to detect the predator responsible for livestock predation. This has led to complications when obtaining subsidies, creating conflict between landowners and government officials. The objectives of this study therefore are to provide a new alternative approach to differentiating between tooth marks of different predators responsible for livestock predation. Here we present the use of geometric morphometrics and Machine Learning algorithms to discern between different carnivores through in depth analysis of the tooth marks they leave on bone. These results present high classification rates with up to 100% accuracy in some cases, successfully differentiating between wolves, dogs and fox tooth marks. Nature Publishing Group UK 2019-11-08 /pmc/articles/PMC6841930/ /pubmed/31705057 http://dx.doi.org/10.1038/s41598-019-52807-0 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Yravedra, José Maté-González, Miguel Ángel Courtenay, Lloyd A. González-Aguilera, Diego Fernández, Maximiliano Fernández The use of canid tooth marks on bone for the identification of livestock predation |
title | The use of canid tooth marks on bone for the identification of livestock predation |
title_full | The use of canid tooth marks on bone for the identification of livestock predation |
title_fullStr | The use of canid tooth marks on bone for the identification of livestock predation |
title_full_unstemmed | The use of canid tooth marks on bone for the identification of livestock predation |
title_short | The use of canid tooth marks on bone for the identification of livestock predation |
title_sort | use of canid tooth marks on bone for the identification of livestock predation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6841930/ https://www.ncbi.nlm.nih.gov/pubmed/31705057 http://dx.doi.org/10.1038/s41598-019-52807-0 |
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