Automated comparison and evaluation of striated cutting plier toolmarks on metal wires

IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Forensic science international Pub Date : 2024-09-30 DOI:10.1016/j.forsciint.2024.112239
Jean-Alexandre Patteet, Christophe Champod
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Abstract

Toolmarks examination validity and subjectivity have come under scrutiny. This research focuses on the case of cutting plier marks. This paper presents an automatic comparison method and assesses its performance. It is designed to assign a weight to the forensic evidence (i.e, a comparison between toolmarks) with a likelihood ratio (LR). 3D topographies are acquired and treated to be compared using a set of correlation metrics. A machine learning algorithm combines comparison metrics and enables LR computation. Pliers of various brands and models were used to study the variability both within and between tools. We explained why the specific zone (area along the blade) has to be chosen to build the within-source variability and how the between-source variability can be built in different scenarios. Misleading evidence rates between 0 % and 4 % have been measured and it demonstrates the accuracy of the method when applied on the pliers used.
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自动比较和评估金属丝上的条纹切割钳工具印记。
工具标记检验的有效性和主观性受到了审查。本研究重点关注切割钳标记的情况。本文介绍了一种自动比对方法,并对其性能进行了评估。该方法旨在通过似然比 (LR) 为法医证据(即工具印记之间的比较)分配权重。获取三维拓扑图并进行处理,然后使用一组相关指标进行比较。机器学习算法将比较指标结合起来,实现了 LR 计算。我们使用不同品牌和型号的钳子来研究工具内部和工具之间的可变性。我们解释了为什么必须选择特定区域(沿刀片的区域)来建立源内变异性,以及如何在不同情况下建立源间变异性。我们测得的误导证据率在 0 % 到 4 % 之间,这证明了该方法在用于钳子时的准确性。
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来源期刊
Forensic science international
Forensic science international 医学-医学:法
CiteScore
5.00
自引率
9.10%
发文量
285
审稿时长
49 days
期刊介绍: Forensic Science International is the flagship journal in the prestigious Forensic Science International family, publishing the most innovative, cutting-edge, and influential contributions across the forensic sciences. Fields include: forensic pathology and histochemistry, chemistry, biochemistry and toxicology, biology, serology, odontology, psychiatry, anthropology, digital forensics, the physical sciences, firearms, and document examination, as well as investigations of value to public health in its broadest sense, and the important marginal area where science and medicine interact with the law. The journal publishes: Case Reports Commentaries Letters to the Editor Original Research Papers (Regular Papers) Rapid Communications Review Articles Technical Notes.
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