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The application of a CART model for forensic human geolocation using stable hydrogen and oxygen isotopes
The utility of stable hydrogen and oxygen isotope analysis of human tissues for geolocation is an important area of study within forensic science. This study aimed to first validate the latitudinal relationship between stable hydrogen and oxygen isotopes in drinking water and human keratinous tissue...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9729567/ https://www.ncbi.nlm.nih.gov/pubmed/36477390 http://dx.doi.org/10.1038/s41598-022-25394-w |
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author | Ueda, Momoko Bell, Lynne S. |
author_facet | Ueda, Momoko Bell, Lynne S. |
author_sort | Ueda, Momoko |
collection | PubMed |
description | The utility of stable hydrogen and oxygen isotope analysis of human tissues for geolocation is an important area of study within forensic science. This study aimed to first validate the latitudinal relationship between stable hydrogen and oxygen isotopes in drinking water and human keratinous tissues through the analysis of human samples with known geographical origin. And secondly, to explore the use of classification and regression tree (CART) models to geographically classify individuals based on the stable isotope values of tissues themselves. Human hair and toenails were collected from four distinct study sites across Canada. The comparison of stable isotope values in drinking water and human tissues produced low R(2) values indicating that linear models may not fully explain the variation observed for both hydrogen and oxygen values. Additionally, large intrapopulation variations were observed for Canadian cities and highlights the importance of understanding the regional isotopic spread of human values. Further, this study demonstrated that a closed group of unknown individuals known to have originated from a limited number of geographically distinct regions may be classified into their respective groups through the use of CART models. The potential for the CART model approach for human geolocation presents a promising new tool. |
format | Online Article Text |
id | pubmed-9729567 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-97295672022-12-09 The application of a CART model for forensic human geolocation using stable hydrogen and oxygen isotopes Ueda, Momoko Bell, Lynne S. Sci Rep Article The utility of stable hydrogen and oxygen isotope analysis of human tissues for geolocation is an important area of study within forensic science. This study aimed to first validate the latitudinal relationship between stable hydrogen and oxygen isotopes in drinking water and human keratinous tissues through the analysis of human samples with known geographical origin. And secondly, to explore the use of classification and regression tree (CART) models to geographically classify individuals based on the stable isotope values of tissues themselves. Human hair and toenails were collected from four distinct study sites across Canada. The comparison of stable isotope values in drinking water and human tissues produced low R(2) values indicating that linear models may not fully explain the variation observed for both hydrogen and oxygen values. Additionally, large intrapopulation variations were observed for Canadian cities and highlights the importance of understanding the regional isotopic spread of human values. Further, this study demonstrated that a closed group of unknown individuals known to have originated from a limited number of geographically distinct regions may be classified into their respective groups through the use of CART models. The potential for the CART model approach for human geolocation presents a promising new tool. Nature Publishing Group UK 2022-12-07 /pmc/articles/PMC9729567/ /pubmed/36477390 http://dx.doi.org/10.1038/s41598-022-25394-w Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Ueda, Momoko Bell, Lynne S. The application of a CART model for forensic human geolocation using stable hydrogen and oxygen isotopes |
title | The application of a CART model for forensic human geolocation using stable hydrogen and oxygen isotopes |
title_full | The application of a CART model for forensic human geolocation using stable hydrogen and oxygen isotopes |
title_fullStr | The application of a CART model for forensic human geolocation using stable hydrogen and oxygen isotopes |
title_full_unstemmed | The application of a CART model for forensic human geolocation using stable hydrogen and oxygen isotopes |
title_short | The application of a CART model for forensic human geolocation using stable hydrogen and oxygen isotopes |
title_sort | application of a cart model for forensic human geolocation using stable hydrogen and oxygen isotopes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9729567/ https://www.ncbi.nlm.nih.gov/pubmed/36477390 http://dx.doi.org/10.1038/s41598-022-25394-w |
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