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Correction to: Post-mortem to ante-mortem facial image comparison for deceased migrant identification. 更正:死后与死前面部图像对比,用于已故移民身份鉴定。
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-09-07 DOI: 10.1007/s00414-024-03325-w
Caroline Wilkinson, Martina Pizzolato, Danilo De Angelis, Debora Mazzarelli, Annalisa D'Apuzzo, Jessica Ching Liu, Pasquale Poppa, Cristina Cattaneo
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引用次数: 0
Internal blood loss in fatal liver lacerations - determining lethality from relative blood loss. 致命肝裂伤的内失血量--根据相对失血量确定致死率。
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-09-04 DOI: 10.1007/s00414-024-03323-y
Sandra Holmgren, Torfinn Beer

Certificates of medical evidence are often used to aid the court in assessing the cause and severity of a victim's injuries. In cases with significant blood loss, the question whether the bleeding itself was life-threatening sometimes arises. To answer this, the volume classification of hypovolemic shock described in ATLS® is commonly used as an aid, where a relative blood loss > 30% is considered life-threatening. In a recent study of deaths due to internal haemorrhage, many cases had a relative blood loss < 30%. However, many included cases had injuries which could presumably cause deaths via other mechanisms, making the interpretation uncertain. To resolve remaining ambiguity, we studied whether deaths due to isolated liver lacerations had a relative blood loss < 30%, a cause of death where the mechanism of death is presumably exsanguination only. Using the National Board of Forensic Medicine autopsy database, we identified all adult decedents, who had undergone a medico-legal autopsy 2001-2021 (n = 105 952), where liver laceration was registered as the underlying cause of death (n = 102). Cases where death resulted from a combination of also other injuries (n = 79), and cases that had received hospital care, were excluded (n = 4), leaving 19 cases. The proportion of internal haemorrhage to calculated total blood volume in these fatal pure exsanguinations ranged from 12 to 52%, with 63% of cases having a proportion < 30%. Our results lend further support to the claim that the volume classification of hypovolemic shock described in ATLS® is inappropriate for assessing the degree of life-threatening haemorrhage in medico-legal cases.

医疗证据证明通常用于帮助法庭评估受害人受伤的原因和严重程度。在大量失血的案件中,有时会出现出血本身是否危及生命的问题。为了回答这个问题,ATLS® 中描述的低血容量性休克的容量分类通常被用作辅助工具,其中相对失血量大于 30% 被认为是危及生命。在最近一项关于内出血导致死亡的研究中,许多病例的相对失血量 ® 并不适合用于评估医疗法律案件中危及生命的出血程度。
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引用次数: 0
Estimation of population affinity using proximal femoral measurements based on computed tomographic images in the Japanese and western Australian populations. 根据日本和澳大利亚西部人口的计算机断层扫描图像,利用股骨近端测量值估算人口亲缘关系。
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-09-01 Epub Date: 2024-05-20 DOI: 10.1007/s00414-024-03257-5
Suguru Torimitsu, Akari Nakazawa, Ambika Flavel, Lauren Swift, Yohsuke Makino, Hirotaro Iwase, Daniel Franklin

The present study analyzes morphological differences femora of contemporary Japanese and Western Australian individuals and investigates the feasibility of population affinity estimation based on computed tomographic (CT) data. The latter is deemed to be of practical importance because most anthropological methods rely on the assessment of aspects of skull morphology, which when damaged and/or unavailable, often hampers attempts to estimate population affinity. The study sample comprised CT scans of 297 (146 females; 151 males) Japanese and 330 (145 females; 185 males) Western Australian adult individuals. A total of 10 measurements were acquired in two-dimensional CT images of the left and right femora; two machine learning methods (random forest modeling [RFM]) and support vector machine [SVM]) were then applied for population affinity classification. The accuracy of the two-way (sex-specific and sex-mixed) model was between 71.38 and 82.07% and 76.09-86.09% for RFM and SVM, respectively. Sex-specific (female and male) models were slightly more accurate compared to the sex-mixed models; there were no considerable differences in the correct classification rates between the female- and male-specific models. All the classification accuracies were higher in the Western Australian population, except for the male model using SVM. The four-way sex and population affinity model had an overall classification accuracy of 74.96% and 79.11% for RFM and SVM, respectively. The Western Australian females had the lowest correct classification rate followed by the Japanese males. Our data indicate that femoral measurements may be particularly useful for classification of Japanese and Western Australian individuals.

本研究分析了当代日本人和西澳大利亚人的股骨形态差异,并研究了根据计算机断层扫描(CT)数据估计种群亲缘关系的可行性。后者被认为具有重要的实际意义,因为大多数人类学方法都依赖于头骨形态方面的评估,而头骨形态一旦受损和/或无法获得,往往会阻碍人口亲缘关系的估算。研究样本包括 297 个(146 个女性;151 个男性)日本成年个体和 330 个(145 个女性;185 个男性)西澳大利亚成年个体的 CT 扫描图像。在左右股骨的二维 CT 图像中总共进行了 10 次测量,然后采用两种机器学习方法(随机森林建模 [RFM] 和支持向量机 [SVM])进行种群亲缘关系分类。RFM和SVM的双向(性别特异和性别混合)模型准确率分别为71.38%至82.07%和76.09%至86.09%。与性别混合模型相比,性别特异性(女性和男性)模型的准确率略高一些;女性特异性模型和男性特异性模型的正确分类率没有明显差异。除了使用 SVM 的男性模型外,西澳大利亚种群的所有分类准确率都较高。RFM 和 SVM 的四向性别和种群亲和模型的总体分类准确率分别为 74.96% 和 79.11%。西澳大利亚女性的分类正确率最低,其次是日本男性。我们的数据表明,股骨测量对于日本人和西澳大利亚人的分类可能特别有用。
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引用次数: 0
Evaluation of foreign national cases applied to Tokat Gaziosmanpasa University Hospital Forensic Medicine Department, 2014-2022. 2014-2022 年托卡特加齐奥斯曼帕萨大学医院法医部受理的外国公民案件评估。
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-09-01 Epub Date: 2024-05-22 DOI: 10.1007/s00414-024-03246-8
Selçuk Çetin, Mete Gedikbaş, Şule Sinem Gedikbaş

Introduction/aim: Turkey has experienced a heavy migration burden in recent years due to its location and benevolent policies. This study aimed to retrospectively examine and discuss the reports prepared for foreign nationals who requested assistance at the Forensic Medicine Department of Tokat Gaziosmanpaşa University Hospital in Tokat, which is located in the Middle Black Sea Region of Turkey, between 2014 and 2022.

Materials and methods: This study retrospectively evaluated reports prepared between 2014 and 2022 in the outpatient clinics of Forensic Medicine at Tokat Gaziosmanpaşa University Hospital.

Results: Based on the files reviewed, 219 cases were included in the study, of which 70.8% (n = 155) were male and 29.2% (n = 64) were female. Among the 75 cases referred by judicial authorities, 34.6% (n = 26) involved assault, 28% (n = 21) involved determination of the ability to understand the legal significance and consequences of the act, 16% (n = 12) involved traffic accidents, 8% (n = 6) involved poisoning, 9.3% (n = 7) involved abuse, and 4% (n = 3) involved age determinations.

Discussion: Problems with immigrants, which have always been a reality due to Turkey's location on migration routes, have increased significantly in recent years. For this reason, we believe that studies with multicenter and larger series should be conducted to determine the current situation that foreigners create for themselves and Turkey to facilitate necessary arrangements, determine proposed solutions, increase the quality of services offered, and develop plans for the future.

导言/目的:近年来,土耳其因其地理位置和仁慈政策而承受了沉重的移民负担。本研究旨在回顾性研究和讨论 2014 年至 2022 年期间,位于土耳其中黑海地区托卡特的托卡特 Gaziosmanpaşa 大学医院法医部为请求援助的外国公民准备的报告:本研究回顾性评估了托卡特加齐奥斯曼帕萨大学医院法医学门诊部在 2014 年至 2022 年期间准备的报告:根据审查的档案,219 例病例被纳入研究范围,其中 70.8%(n = 155)为男性,29.2%(n = 64)为女性。在司法机关移交的 75 个案例中,34.6%(n = 26)涉及殴打,28%(n = 21)涉及对行为的法律意义和后果的理解能力鉴定,16%(n = 12)涉及交通事故,8%(n = 6)涉及中毒,9.3%(n = 7)涉及虐待,4%(n = 3)涉及年龄鉴定:由于土耳其地处移民路线上,移民问题一直是个现实问题,但近年来移民问题显著增加。因此,我们认为应开展多中心和更大规模的系列研究,以确定外国人为自己和土耳其造成的现状,从而促进必要的安排,确定建议的解决方案,提高所提供服务的质量,并为未来制定计划。
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引用次数: 0
Oxidative stress and NF-KB/iNOS inflammatory pathway as innovative biomarkers for diagnosis of drowning and differentiating it from postmortem submersion in both fresh and saltwater in rats. 将氧化应激和NF-KB/iNOS炎症通路作为诊断溺水的创新生物标志物,并将其与大鼠在淡水和盐水中的死后浸泡区分开来。
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-09-01 Epub Date: 2024-05-27 DOI: 10.1007/s00414-024-03249-5
Rana Adel, Manar Fouli Gaber Ibrahim, Samar Hisham Elsayed, Nada A Yousri

Background: Finding a dead body in water raises an issue concerning determining the cause of death as drowning because of the complex pathophysiology of drowning. In addition, the corpse may be submersed postmortem.

Objective: Evaluate the role of oxidative stress markers and NF-KB/iNOS inflammatory pathway as diagnostic biomarkers in drowning and whether they could differentiate freshwater from saltwater drowning.

Methods: This study included forty-five adult male albino rats classified into five groups: control group (C), Freshwater-drowned group (FD), Freshwater postmortem submersion group (FPS), saltwater-drowned group (SD), and saltwater postmortem submersion group (SPS). After the autopsy, the rats' lungs in each group were prepared for histological, immunohistochemical (caspase 3, TNF-α, NF-kB, COX-2 & iNOS), biochemical studies; MDA, NOx, SOD, GSH, VCAM-1, COX-2; and RT-PCR for the relative quantification of NF-kB and iNOS genes expression.

Results: Lung oxidative markers were significantly affected in drowned groups than in postmortem submersion groups. Inflammatory pathway markers were also significantly increased in the drowned groups, with concern that all markers were significantly affected more in saltwater than in freshwater drowned group.

Conclusions: It is concluded that the tested markers can be used accurately in diagnosing drowning and differentiating it from postmortem submersion with a better understanding of the mechanism of death in drowning as both mechanisms, inflammatory and oxidative stress, were revealed and involved.

背景:由于溺水的病理生理学十分复杂,因此在水中发现尸体会引发一个有关将死因确定为溺水的问题。此外,尸体可能在死后被淹没:评估氧化应激标志物和 NF-KB/iNOS 炎症通路作为溺水诊断生物标志物的作用,以及它们是否能区分淡水溺水和海水溺水:本研究将45只成年雄性白化大鼠分为5组:对照组(C)、淡水溺水组(FD)、淡水死后浸泡组(FPS)、盐水溺水组(SD)和盐水死后浸泡组(SPS)。解剖后,对各组大鼠的肺部进行组织学、免疫组化(Caspase 3、TNF-α、NF-kB、COX-2 和 iNOS)和生化研究;MDA、NOx、SOD、GSH、VCAM-1、COX-2;以及 RT-PCR 对 NF-kB 和 iNOS 基因表达进行相对定量:结果:溺水组的肺氧化标记物明显受影响,高于死后浸泡组。溺水组的炎症通路标记物也明显增加,值得关注的是,盐水溺水组的所有标记物受到的影响都明显大于淡水溺水组:结论:测试的标记物可用于准确诊断溺水,并将其与死后浸水区分开来,同时更好地了解溺水死亡的机制,因为炎症和氧化应激这两种机制都被揭示并参与其中。
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引用次数: 0
Classification performance of the Sella-Tunis et al. (2017) sex estimation method in Czech population: different posterior probability threshold approaches. Sella-Tunis 等人(2017 年)的性别估计方法在捷克人群中的分类性能:不同的后验概率阈值方法。
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-09-01 Epub Date: 2024-05-08 DOI: 10.1007/s00414-024-03241-z
Rebeka Rmoutilová, Kateřina Piskačová, Anežka Pilmann Kotěrová, Ján Dupej, Šárka Bejdová, Jana Velemínská, Jaroslav Brůžek

In this study we tested classification performance of a sex estimation method from the mandible originally developed by Sella-Tunis et al. (2017) on a heterogeneous Israeli population. Mandibular linear dimensions were measured on 60 CT scans derived from the Czech living population. Classification performance of Israeli discriminant functions (DFs-IL) was analyzed in comparison with calculated Czech discriminant functions (DFs-CZ) while different posterior probability thresholds (currently discussed in the forensic literature) were employed. Our results comprehensively illustrate sensitivity of different discriminant functions to population differences in body size and degree of sexual dimorphism. We demonstrate that the error rate may be biased when presented per posterior probability threshold. DF-IL 1 showed least sensitivity to population origin and fulfilled criteria of sufficient classification performance when applied on the Czech sample with a minimum posterior probability threshold of 0.88 reaching overall accuracy ≥ 95%, zero sex bias, and 80% of classified individuals. The last parameter was higher in DF-CZ 1 which was the main difference between those two DFs suggesting relatively low dependance on population origin. As the use of population-specific methods is often prevented by complicated assessment of population origin, DF-IL 1 is a candidate for a sufficiently robust method that could be reliably applied outside the reference sample, and thus, its classification performance deserves further testing on more population samples.

在这项研究中,我们测试了 Sella-Tunis 等人(2017 年)最初开发的下颌骨性别估计方法在以色列异质人群中的分类性能。下颌骨线性尺寸是在捷克生活人口的 60 张 CT 扫描图像上测量的。将以色列判别函数(DFs-IL)的分类性能与计算得出的捷克判别函数(DFs-CZ)进行了比较分析,同时采用了不同的后验概率阈值(目前在法医文献中讨论过)。我们的结果全面说明了不同判别函数对体型和性二型程度的人群差异的敏感性。我们证明了按后验概率阈值显示的误差率可能存在偏差。DF-IL 1 对种群起源的敏感性最低,在捷克样本中应用时,达到了足够的分类性能标准,最小后验概率阈值为 0.88,总体准确率≥ 95%,性别偏差为零,分类个体比例为 80%。最后一个参数在 DF-CZ 1 中较高,这也是这两个 DF 之间的主要区别,表明对人口来源的依赖性相对较低。由于复杂的种群来源评估通常会阻碍特定种群方法的使用,DF-IL 1 是一种足够稳健的候选方法,可以可靠地应用于参考样本以外的地方,因此其分类性能值得在更多的种群样本上进一步测试。
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引用次数: 0
A comparison of gelatine surrogates for wound track assessment. 用于评估伤口痕迹的明胶替代物比较。
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-09-01 Epub Date: 2024-05-22 DOI: 10.1007/s00414-024-03221-3
Cynthia Bir, Adam Menkara, Rodrigo Villalta, Michele Bodo, Sebastien Roth, Don Sherman

The use of ordnance gelatine has been widespread in the field of ballistics as a simulant for soft tissue when assessing ballistic threats. However, the traditional method of preparing ordnance gelatine is time-consuming and requires precision to ensure that the final mold meets the required specifications. Furthermore, temperature control is necessary post-production, and there are limitations on its usage duration. To address these issues, manufacturers have developed pre-mixed, gelatine-like products that are stable at room temperature and require less preparation time. Nonetheless, it is uncertain whether these new products can perform in the same manner as the gold standard of ordnance gelatine. This study used five types of blocks, including ordnance gelatine (10% and 20%), Clear Ballistics (10% and 20%) and Perma-Gel (10%) and subjected them to 9 mm, 0.380 Auto fired from a universal receiver and a 5.56 × 45 mm ammunition fired by a certified firearms instructor. Delta-V and total energy dissipation were measured after each test using data collected from ballistic chronographs placed in front of and behind each block. High-speed video was recorded, and a cut-down analysis conducted. The findings revealed variations in energy dissipation and fissure formation within the block, with greater energy based on fissure formation observed in the ordnance gelatine. Additionally, the high-speed video showed the occurrence of secondary combustions occurring in the premixed gelatines.

在弹道学领域,军械明胶作为评估弹道威胁时的软组织模拟物已被广泛使用。然而,传统的军械明胶制备方法非常耗时,而且要求精确,以确保最终模具符合所需的规格。此外,生产后还必须进行温度控制,而且使用时间也有限制。为了解决这些问题,制造商开发了预混合的类似明胶的产品,这些产品在室温下稳定,所需的准备时间也较短。然而,这些新产品的性能是否能与军械明胶的黄金标准相媲美,目前尚不确定。这项研究使用了五种类型的试块,包括军械明胶(10% 和 20%)、Clear Ballistics(10% 和 20%)和 Perma-Gel(10%),并对它们进行了测试,测试对象是通用接收器发射的 9 毫米、0.380 自动手枪弹,以及经认证的枪械教练发射的 5.56 × 45 毫米弹药。每次测试后,都会使用放置在每个弹块前后的弹道计时器收集的数据测量 Delta-V 和总能量消耗。还录制了高速视频,并进行了缩减分析。研究结果表明,能量耗散和弹块内部裂缝的形成存在差异,在军械明胶中观察到的裂缝形成所产生的能量更大。此外,高速视频还显示预混合明胶发生了二次燃烧。
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引用次数: 0
Studying eruption patterns of mandibular third molars for forensic age assessment: Introducing current reference data from a population of black South Africans. 研究下颌第三磨牙的萌出模式,用于法医年龄评估:从南非黑人人口中引入当前参考数据。
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-09-01 Epub Date: 2024-05-11 DOI: 10.1007/s00414-024-03251-x
Maximilian Timme, Jan Viktorov, Laurin Steffens, Adam Streeter, André Karch, Chané Smit, Liam Robinson, Herman Bernitz, Andreas Schmeling

Introduction: Evaluation of the eruption of mandibular third molars in orthopantomograms (OPGs) is a method of forensic age assessment. The objective of our study was to provide valid reference data for this trait within a population of black South Africans. The study was guided by the criteria for reference studies in age assessment.

Materials and methods: A study population from Pretoria, South Africa comprising 670 OPGs obtained from 338 black females and 332 black males aged between 15.00 and 25.97 years was analysed. All OPGs were performed for medical indication during the period from 2011 to 2022 and were retrospectively evaluated. From the 670 OPGs, a total of 1021 mandibular third molars were evaluated. The assessment of mandibular third molars was conducted using the staging scale presented by Olze et al. in 2012. Two experienced dentists evaluated the OPGs independently of each other. If the two examiners diverged in their assessments, a consensus stage was assigned.

Results: As expected, the mean, median and minimal age increased with higher stages for both teeth and both sexes. The minimum age recorded for stage D, indicating complete tooth eruption, was 15.79 years in females and 16.62 years in males.

Conclusion: As it is the case for previous reference studies in other countries, placing exclusive reliance on the evaluation of mandibular third molar eruption is inadequate for ascertaining the age of majority among Black South Africans. Future studies need to examine if our results are transferable to other countries in Sub-Saharan Africa.

导言:在正位像图(OPG)中评估下颌第三磨牙的萌出情况是一种法医年龄评估方法。我们的研究旨在为南非黑人群体中的这一特征提供有效的参考数据。研究以年龄评估参考研究的标准为指导:我们分析了来自南非比勒陀利亚的研究人群,包括 338 名黑人女性和 332 名黑人男性的 670 例 OPG,年龄在 15.00 岁至 25.97 岁之间。所有 OPG 均在 2011 年至 2022 年期间因医学指征而进行,并进行了回顾性评估。在 670 颗外周牙中,共有 1021 颗下颌第三磨牙接受了评估。下颌第三磨牙的评估采用了Olze等人在2012年提出的分级表。两名经验丰富的牙医分别独立评估 OPG。如果两位检查者的评估结果不一致,则会进行一致分期:不出所料,男女牙齿的平均年龄、中位数和最小年龄都随着阶段的增加而增加。D 阶段表示牙齿完全萌出,女性的最小年龄为 15.79 岁,男性为 16.62 岁:正如之前其他国家的参考研究一样,完全依赖下颌第三磨牙萌出的评估不足以确定南非黑人的成年年龄。今后的研究需要探讨我们的结果是否可以推广到撒哈拉以南非洲的其他国家。
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引用次数: 0
Intoxications involving methoxyacetylfentanyl and U-47700: a study of 3 polydrug fatalities. 涉及甲氧基乙酰芬太尼和 U-47700 的中毒事件:对 3 起多种药物致死事件的研究。
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-09-01 Epub Date: 2024-06-03 DOI: 10.1007/s00414-024-03263-7
Arianna Giorgetti, Marcus Große Perdekamp, Giorgia Franchetti, Rebecca Pircher, Stefan Pollak, Susi Pelotti, Volker Auwärter

Novel synthetic opioids (NSOs) represent an emerging group of novel psychoactive substances, acting as agonists at the opioid receptors. NSOs include fentanyl-related compounds, e.g. methoxyacetylfentanyl (MeACF), and non-fentanyl analogs, e.g. "U compounds" including U-47700. Here we present three cases of death involving MeACF and U-47700, with particular reference to preliminary data on pharmacokinetics and tissue distribution.After a complete post-mortem examination, general unknown screenings and analysis of drugs of abuse were performed on postmortem samples by immunoassays, gas chromatography-mass spectrometry and liquid chromatography-mass spectrometry. To quantify the analytes of interest in post-mortem blood and tissues, the standard addition method was used. A toxicological significance score (TSS), weighing the role of the NSO in each death case, was assigned.Case 1 died at the hospital after consumption of U-47700, methadone (serum levels: 2,600 ng/ml and 37 ng/ml), tilidine and benzodiazepines. In case 2, U-47700 (204 ng/ml) together with methadone (290 ng/ml), flubromazepam (480 ng/ml) and diazepam (300 ng/ml) were detected in peripheral blood. In case 3, methoxyacetylfentanyl (266 ng/ml), furanylfentanyl (4.3 ng/ml) 4-ANPP (15 ng/ml) and alprazolam (69 ng/ml) were quantified in femoral blood. In all cases, the NSO likely contributed to the death (TSS = 3).NSOs appear to be often consumed in the setting of polydrug intoxications, especially in combination with other opioids and benzodiazepines, which often exert synergistic effects. The standard addition method remains the most reliable in post-mortem analysis and toxicological results should always be evaluated together with circumstantial and autopsy data.

新型合成类阿片(NSO)是一类新兴的新型精神活性物质,可作为阿片受体的激动剂发挥作用。NSOs 包括芬太尼相关化合物,如甲氧基乙酰芬太尼(MeACF),以及非芬太尼类似物,如包括 U-47700 在内的 "U 化合物"。在这里,我们介绍了三例涉及 MeACF 和 U-47700 的死亡病例,并特别提到了有关药物动力学和组织分布的初步数据。在进行完整的尸检之后,我们通过免疫测定、气相色谱-质谱法和液相色谱-质谱法对尸检样本进行了一般未知筛选和滥用药物分析。采用标准添加法对尸体血液和组织中的相关分析物进行定量。病例 1 在服用 U-47700、美沙酮(血清水平:2,600 纳克/毫升和 37 纳克/毫升)、替利定和苯二氮卓后在医院死亡。在病例 2 中,外周血中检测到 U-47700(204 纳克/毫升)以及美沙酮(290 纳克/毫升)、氟溴西泮(480 纳克/毫升)和地西泮(300 纳克/毫升)。在病例 3 中,股部血液中检测到甲氧基乙酰芬太尼(266 纳克/毫升)、呋喃芬太尼(4.3 纳克/毫升)、4-ANPP(15 纳克/毫升)和阿普唑仑(69 纳克/毫升)。在所有病例中,非甾体抗炎药很可能是导致死亡的原因之一(TSS = 3)。非甾体抗炎药似乎经常在多种药物中毒的情况下被服用,尤其是与其他阿片类药物和苯二氮卓类药物合用时,这两种药物通常会产生协同效应。标准添加法仍然是尸检分析中最可靠的方法,毒理学结果应始终与间接数据和尸检数据一起评估。
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引用次数: 0
Different machine learning methods based on maxillary sinus in sex estimation for northwestern Chinese Han population. 基于上颌窦的不同机器学习方法在中国西北汉族人口性别估计中的应用
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-09-01 Epub Date: 2024-05-18 DOI: 10.1007/s00414-024-03255-7
Yu-Xin Guo, Jun-Long Lan, Yu-Xuan Song, Wen-Qin Bu, Yu Tang, Zi-Xuan Wu, Hao-Tian Meng, Di Wu, Hui Yang, Yu-Cheng Guo

Background & objective: Sex estimation is a critical aspect of forensic expertise. Some special anatomical structures, such as the maxillary sinus, can still maintain integrity in harsh environmental conditions and may be served as a basis for sex estimation. Due to the complex nature of sex estimation, several studies have been conducted using different machine learning algorithms to improve the accuracy of sex prediction from anatomical measurements.

Material & methods: In this study, linear data of the maxillary sinus in the population of northwest China by using Cone-Beam Computed Tomography (CBCT) were collected and utilized to develop logistic, K-Nearest Neighbor (KNN), Support Vector Machine (SVM) and random forest (RF) models for sex estimation with R 4.3.1. CBCT images from 477 samples of Han population (75 males and 81 females, aged 5-17 years; 162 males and 159 females, aged 18-72) were used to establish and verify the model. Length (MSL), width (MSW), height (MSH) of both the left and right maxillary sinuses and distance of lateral wall between two maxillary sinuses (distance) were measured. 80% of the data were randomly picked as the training set and others were testing set. Besides, these samples were grouped by age bracket and fitted models as an attempt.

Results: Overall, the accuracy of the sex estimation for individuals over 18 years old on the testing set was 77.78%, with a slightly higher accuracy rate for males at 78.12% compared to females at 77.42%. However, accuracy of sex estimation for individuals under 18 was challenging. In comparison to logistic, KNN and SVM, RF exhibited higher accuracy rates. Moreover, incorporating age as a variable improved the accuracy of sex estimation, particularly in the 18-27 age group, where the accuracy rate increased to 88.46%. Meanwhile, all variables showed a linear correlation with age.

Conclusion: The linear measurements of the maxillary sinus could be a valuable tool for sex estimation in individuals aged 18 and over. A robust RF model has been developed for sex estimation within the Han population residing in the northwestern region of China. The accuracy of sex estimation could be higher when age is used as a predictive variable.

背景与目的:性别估计是法医专业知识的一个重要方面。一些特殊的解剖结构,如上颌窦,在恶劣的环境条件下仍能保持完整性,可作为性别估计的基础。由于性别估计的复杂性,已有多项研究使用不同的机器学习算法来提高根据解剖测量结果预测性别的准确性:本研究通过锥形束计算机断层扫描(CBCT)收集了中国西北地区人群上颌窦的线性数据,并利用 R 4.3.1 开发了用于性别估计的逻辑、K-近邻(KNN)、支持向量机(SVM)和随机森林(RF)模型。模型的建立和验证使用了 477 个汉族样本(75 名男性和 81 名女性,年龄在 5-17 岁之间;162 名男性和 159 名女性,年龄在 18-72 岁之间)的 CBCT 图像。测量了左右上颌窦的长度(MSL)、宽度(MSW)、高度(MSH)以及两个上颌窦之间侧壁的距离(距离)。随机抽取 80% 的数据作为训练集,其他数据作为测试集。此外,这些样本按年龄段分组,并尝试拟合模型:总体而言,测试集中 18 岁以上个体的性别估计准确率为 77.78%,其中男性的准确率为 78.12%,略高于女性的 77.42%。然而,18 岁以下个体的性别估计准确率却面临挑战。与逻辑、KNN 和 SVM 相比,RF 的准确率更高。此外,将年龄作为一个变量也提高了性别估计的准确率,尤其是在 18-27 岁年龄组,准确率提高到了 88.46%。同时,所有变量都与年龄呈线性相关:结论:上颌窦的线性测量值是对 18 岁及以上人群进行性别估计的重要工具。我们建立了一个稳健的射频模型,用于对居住在中国西北地区的汉族人口进行性别估计。如果将年龄作为预测变量,性别估计的准确性会更高。
{"title":"Different machine learning methods based on maxillary sinus in sex estimation for northwestern Chinese Han population.","authors":"Yu-Xin Guo, Jun-Long Lan, Yu-Xuan Song, Wen-Qin Bu, Yu Tang, Zi-Xuan Wu, Hao-Tian Meng, Di Wu, Hui Yang, Yu-Cheng Guo","doi":"10.1007/s00414-024-03255-7","DOIUrl":"10.1007/s00414-024-03255-7","url":null,"abstract":"<p><strong>Background & objective: </strong>Sex estimation is a critical aspect of forensic expertise. Some special anatomical structures, such as the maxillary sinus, can still maintain integrity in harsh environmental conditions and may be served as a basis for sex estimation. Due to the complex nature of sex estimation, several studies have been conducted using different machine learning algorithms to improve the accuracy of sex prediction from anatomical measurements.</p><p><strong>Material & methods: </strong>In this study, linear data of the maxillary sinus in the population of northwest China by using Cone-Beam Computed Tomography (CBCT) were collected and utilized to develop logistic, K-Nearest Neighbor (KNN), Support Vector Machine (SVM) and random forest (RF) models for sex estimation with R 4.3.1. CBCT images from 477 samples of Han population (75 males and 81 females, aged 5-17 years; 162 males and 159 females, aged 18-72) were used to establish and verify the model. Length (MSL), width (MSW), height (MSH) of both the left and right maxillary sinuses and distance of lateral wall between two maxillary sinuses (distance) were measured. 80% of the data were randomly picked as the training set and others were testing set. Besides, these samples were grouped by age bracket and fitted models as an attempt.</p><p><strong>Results: </strong>Overall, the accuracy of the sex estimation for individuals over 18 years old on the testing set was 77.78%, with a slightly higher accuracy rate for males at 78.12% compared to females at 77.42%. However, accuracy of sex estimation for individuals under 18 was challenging. In comparison to logistic, KNN and SVM, RF exhibited higher accuracy rates. Moreover, incorporating age as a variable improved the accuracy of sex estimation, particularly in the 18-27 age group, where the accuracy rate increased to 88.46%. Meanwhile, all variables showed a linear correlation with age.</p><p><strong>Conclusion: </strong>The linear measurements of the maxillary sinus could be a valuable tool for sex estimation in individuals aged 18 and over. A robust RF model has been developed for sex estimation within the Han population residing in the northwestern region of China. The accuracy of sex estimation could be higher when age is used as a predictive variable.</p>","PeriodicalId":14071,"journal":{"name":"International Journal of Legal Medicine","volume":null,"pages":null},"PeriodicalIF":2.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140957121","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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International Journal of Legal Medicine
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