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Reducing acquisition time for MRI-based forensic age estimation
Radiology-based estimation of a living person’s unknown age has recently attracted increasing attention due to large numbers of undocumented immigrants entering Europe. To avoid the application of X-ray-based imaging techniques, magnetic resonance imaging (MRI) has been suggested as an alternative i...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5794919/ https://www.ncbi.nlm.nih.gov/pubmed/29391552 http://dx.doi.org/10.1038/s41598-018-20475-1 |
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author | Neumayer, Bernhard Schloegl, Matthias Payer, Christian Widek, Thomas Tschauner, Sebastian Ehammer, Thomas Stollberger, Rudolf Urschler, Martin |
author_facet | Neumayer, Bernhard Schloegl, Matthias Payer, Christian Widek, Thomas Tschauner, Sebastian Ehammer, Thomas Stollberger, Rudolf Urschler, Martin |
author_sort | Neumayer, Bernhard |
collection | PubMed |
description | Radiology-based estimation of a living person’s unknown age has recently attracted increasing attention due to large numbers of undocumented immigrants entering Europe. To avoid the application of X-ray-based imaging techniques, magnetic resonance imaging (MRI) has been suggested as an alternative imaging modality. Unfortunately, MRI requires prolonged acquisition times, which potentially represents an additional stressor for young refugees. To eliminate this shortcoming, we investigated the degree of reduction in acquisition time that still led to reliable age estimates. Two radiologists randomly assessed original images and two sets of retrospectively undersampled data of 15 volunteers (N = 45 data sets) applying an established radiological age estimation method to images of the hand and wrist. Additionally, a neural network-based age estimation method analyzed four sets of further undersampled images from the 15 volunteers (N = 105 data sets). Furthermore, we compared retrospectively undersampled and acquired undersampled data for three volunteers. To assess reliability with increasing degree of undersampling, intra-rater and inter-rater agreement were analyzed computing signed differences and intra-class correlation. While our findings have to be confirmed by a larger prospective study, the results from both radiological and automatic age estimation showed that reliable age estimation was still possible for acquisition times of 15 seconds. |
format | Online Article Text |
id | pubmed-5794919 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-57949192018-02-12 Reducing acquisition time for MRI-based forensic age estimation Neumayer, Bernhard Schloegl, Matthias Payer, Christian Widek, Thomas Tschauner, Sebastian Ehammer, Thomas Stollberger, Rudolf Urschler, Martin Sci Rep Article Radiology-based estimation of a living person’s unknown age has recently attracted increasing attention due to large numbers of undocumented immigrants entering Europe. To avoid the application of X-ray-based imaging techniques, magnetic resonance imaging (MRI) has been suggested as an alternative imaging modality. Unfortunately, MRI requires prolonged acquisition times, which potentially represents an additional stressor for young refugees. To eliminate this shortcoming, we investigated the degree of reduction in acquisition time that still led to reliable age estimates. Two radiologists randomly assessed original images and two sets of retrospectively undersampled data of 15 volunteers (N = 45 data sets) applying an established radiological age estimation method to images of the hand and wrist. Additionally, a neural network-based age estimation method analyzed four sets of further undersampled images from the 15 volunteers (N = 105 data sets). Furthermore, we compared retrospectively undersampled and acquired undersampled data for three volunteers. To assess reliability with increasing degree of undersampling, intra-rater and inter-rater agreement were analyzed computing signed differences and intra-class correlation. While our findings have to be confirmed by a larger prospective study, the results from both radiological and automatic age estimation showed that reliable age estimation was still possible for acquisition times of 15 seconds. Nature Publishing Group UK 2018-02-01 /pmc/articles/PMC5794919/ /pubmed/29391552 http://dx.doi.org/10.1038/s41598-018-20475-1 Text en © The Author(s) 2018 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 Neumayer, Bernhard Schloegl, Matthias Payer, Christian Widek, Thomas Tschauner, Sebastian Ehammer, Thomas Stollberger, Rudolf Urschler, Martin Reducing acquisition time for MRI-based forensic age estimation |
title | Reducing acquisition time for MRI-based forensic age estimation |
title_full | Reducing acquisition time for MRI-based forensic age estimation |
title_fullStr | Reducing acquisition time for MRI-based forensic age estimation |
title_full_unstemmed | Reducing acquisition time for MRI-based forensic age estimation |
title_short | Reducing acquisition time for MRI-based forensic age estimation |
title_sort | reducing acquisition time for mri-based forensic age estimation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5794919/ https://www.ncbi.nlm.nih.gov/pubmed/29391552 http://dx.doi.org/10.1038/s41598-018-20475-1 |
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