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手持式高光谱成像作为估计人类骨骼遗骸死后间隔时间的工具。

Handheld hyperspectral imaging as a tool for the post-mortem interval estimation of human skeletal remains.

作者信息

Schmidt Verena-Maria, Zelger Philipp, Wöss Claudia, Fodor Margot, Hautz Theresa, Schneeberger Stefan, Huck Christian Wolfgang, Arora Rohit, Brunner Andrea, Zelger Bettina, Schirmer Michael, Pallua Johannes Dominikus

机构信息

Institute of Forensic Medicine, Medical University of Innsbruck, Muellerstraße 44, 6020 Innsbruck, Austria.

University Clinic for Hearing, Voice and Speech Disorders, Medical University of Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.

出版信息

Heliyon. 2024 Feb 3;10(4):e25844. doi: 10.1016/j.heliyon.2024.e25844. eCollection 2024 Feb 29.

Abstract

In forensic medicine, estimating human skeletal remains' post-mortem interval (PMI) can be challenging. Following death, bones undergo a series of chemical and physical transformations due to their interactions with the surrounding environment. Post-mortem changes have been assessed using various methods, but estimating the PMI of skeletal remains could still be improved. We propose a new methodology with handheld hyperspectral imaging (HSI) system based on the first results from 104 human skeletal remains with PMIs ranging between 1 day and 2000 years. To differentiate between forensic and archaeological bone material, the Convolutional Neural Network analyzed 65.000 distinct diagnostic spectra: the classification accuracy was 0.58, 0.62, 0.73, 0.81, and 0.98 for PMIs of 0 week-2 weeks, 2 weeks-6 months, 6 months-1 year, 1 year-10 years, and >100 years, respectively. In conclusion, HSI can be used in forensic medicine to distinguish bone materials >100 years old from those <10 years old with an accuracy of 98%. The model has adequate predictive performance, and handheld HSI could serve as a novel approach to objectively and accurately determine the PMI of human skeletal remains.

摘要

在法医学中,估计人类骨骼遗骸的死后间隔时间(PMI)可能具有挑战性。死后,骨骼由于与周围环境的相互作用而经历一系列化学和物理变化。人们已使用各种方法评估死后变化,但骨骼遗骸PMI的估计仍有改进空间。基于对104具PMI在1天至2000年之间的人类骨骼遗骸的初步研究结果,我们提出了一种基于手持式高光谱成像(HSI)系统的新方法。为区分法医和考古骨骼材料,卷积神经网络分析了65000个不同的诊断光谱:对于PMI为0周 - 2周、2周 - 6个月、6个月 - 1年、1年 - 10年和>100年的情况,分类准确率分别为0.58、0.62、0.73、0.81和0.98。总之,HSI可用于法医学,以98%的准确率区分年龄大于100岁和小于10岁的骨骼材料。该模型具有足够的预测性能,手持式HSI可作为一种客观准确地确定人类骨骼遗骸PMI的新方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/033d/10875450/c32a076a9af2/gr1.jpg

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