Biological sex estimation with femoral dimensions: a study of an adult sample from the osteological collection of Granada (Spain)

IF 0.8 4区 医学 Q4 MEDICINE, LEGAL
Luiza Báo Sobreira, Eugénia Cunha, Francisco Curate
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引用次数: 0

Abstract

ABSTRACTEstimating the biological sex is one of the key objectives in a forensic investigation involving unidentified human skeletal remains. The femur is sexually dimorphic and has been extensively employed for the assessment of sex in different populations. The purposes of this article include a detailed macroanatomical characterization of the femur in a modern reference sample of the Spanish population (N = 226; Cemetery of San José in Granada, housed in the Physical Anthropology Laboratory of the University of Granada), based on 15 measurements of the proximal, distal and diaphyseal regions, and the development of univariable and multivariable models that enable the prediction of sex from complete or fragmentary femora. Univariable models were developed with C4.5, a decision-tree algorithm. Furthermore, univariable and multivariable models were generated through logistic regression (LR) with stepwise selection procedures. The models were able to correctly estimate sex in up to 91.2% of the individuals, providing high classification accuracy and low bias under cross-validation. Logistic regression models provide a probabilistic estimate of sex, that acknowledges both the Daubert standard and the fact that biological sex is not strictly dichotomous.KEYWORDS: Femurlogistic regressiondecision trees, biological profileforensic anthropology AcknowledgmentsThe authors would like to thank the Department of Anthropology at the University of Granada, Spain, particularly to Professor Inmaculada Alemán, for the opportunity to collect data in its laboratory, and the Program Erasmus for granting an internship scholarship to the first author.Disclosure statementNo potential conflict of interest was reported by the author(s).Additional informationFundingThe work was supported by the Erasmus+.
用股骨尺寸估计生物性别:来自格拉纳达(西班牙)的成人骨标本的研究
摘要在涉及身份不明的人类遗骸的法医调查中,鉴定生物性别是关键问题之一。股骨是两性二态的,已被广泛用于不同人群的性别评估。这篇文章的目的包括详细的宏观解剖特征的股骨在现代参考样本西班牙人口(N = 226;位于格拉纳达大学体质人类学实验室的圣何塞公墓),基于近端,远端和骨干区域的15个测量,以及单变量和多变量模型的发展,能够从完整或碎片的股骨预测性别。采用决策树算法C4.5建立单变量模型。此外,通过逐步选择程序的逻辑回归(LR)生成单变量和多变量模型。该模型能够正确估计高达91.2%的个体的性别,在交叉验证下提供高分类精度和低偏差。逻辑回归模型提供了性别的概率估计,它既承认道伯特标准,也承认生物性别不是严格的二分类。作者要感谢西班牙格拉纳达大学人类学系,特别是Inmaculada教授Alemán,感谢他给了我在其实验室收集数据的机会,并感谢Erasmus项目为第一作者提供实习奖学金。披露声明作者未报告潜在的利益冲突。本研究得到Erasmus+项目的支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
3.20
自引率
10.00%
发文量
41
审稿时长
>12 weeks
期刊介绍: The Australian Journal of Forensic Sciences is the official publication of the Australian Academy of Forensic Sciences and helps the Academy meet its Objects. The Academy invites submission of review articles, research papers, commentaries, book reviews and correspondence relevant to Objects of the Academy. The Editorial policy is to attempt to represent the law, medicine and science and to promote active discussions of the relevant issues of the time as they affect the professional practice of the forensic sciences. The Journal is not restricted to contributions only from Australian authors but it will attempt to represent issues of particular relevance to Australia and its region. The meetings of the Academy normally include a plenary presentation and the Journal will seek to publish these presentations where appropriate.
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