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A comprehensive LC-MS/MS method for simultaneous analysis of 65 synthetic cannabinoids in human hair samples and application to forensic investigations 同时分析人类毛发样本中 65 种合成大麻素的综合 LC-MS/MS 方法及其在法医调查中的应用
IF 1.5 4区 医学 Q1 Social Sciences Pub Date : 2023-12-15 DOI: 10.1016/j.jflm.2023.102636
Yiqi Yang , Buyi Xu , Daoxia Li , Qifu Zhang , Jing Zhang , Lin Yang , Yi Ye

Synthetic cannabinoids (SCs) represent a diverse class of new psychoactive substances characterized by extensive substance variety and severe abuse implications. The current situation of synthetic cannabinoid abuse in China is getting worse, with an increasing number of SC variants emerging. Therefore, it is imperative to improve synthetic cannabinoid detecting methods to align with the prevalent abuse situation in the region. In this study, a reliable and validated liquid chromatography-tandem mass spectrometry method was developed for the qualitative and quantitative analysis of 65 SC analogues in human hair samples. The validation results demonstrated satisfactory linearity (r ≥ 0.99) within the range of 25–2500 pg/mg for each SC analogue. The method exhibited limits of detection ranging from 10 to 15 pg/mg and limits of quantification ranging from 25 to 40 pg/mg. The relative standard deviations of intra-day precision and inter-day precision were below 15 %. Furthermore, negligible matrix effects were observed, with recovery rates ranging from 85.70 % to 119.43 %. Analysis of abuser demographics revealed that the primary group engaged in SC analogue abuse consisted of adolescents, predominantly males, accounting for 79.5 % of cases. Among the suspected individuals, ADB-BUTINACA and MDMB-4en-PINACA were the most frequently detected substances. The present study develops a highly sensitive analytical method and provides a comprehensive overview of the prevalence of SC abuse in the eastern region of China.

合成大麻素(SC)是一类多样化的新型精神活性物质,具有物质种类繁多、滥用危害严重的特点。我国合成大麻素滥用现状日益严重,合成大麻素变种不断涌现。因此,必须改进合成大麻素检测方法,以适应该地区普遍存在的滥用情况。本研究建立了一种可靠、有效的液相色谱-串联质谱(LC-MS/MS)方法,用于定性和定量分析人体毛发样品中的 65 种 SC 类似物。验证结果表明,每种 SC 类似物在 25-2500 pg/mg 范围内的线性关系良好(r ≥ 0.99)。该方法的检出限(LOD)为 10-15 pg/mg,定量限(LOQ)为 25-40 pg/mg。日内精密度和日间精密度的相对标准偏差均低于 15%。此外,基质效应可忽略不计,回收率在 85.70 % 到 119.43 % 之间。对滥用者人口统计学特征的分析表明,滥用 SC 类似物的主要群体是青少年,以男性为主,占病例总数的 79.5%。在可疑人员中,ADB-BUTINACA 和 MDMB-4en-PINACA 是最常检测到的物质。本研究开发了一种高灵敏度的分析方法,全面概述了中国东部地区合成大麻素滥用的流行情况。
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引用次数: 0
Fibromuscular dysplasia of the coronary arteries: An unusual case of sudden death and review of the literature 冠状动脉纤维肌发育不良:一例不寻常的猝死病例及文献综述
IF 1.5 4区 医学 Q1 Social Sciences Pub Date : 2023-12-13 DOI: 10.1016/j.jflm.2023.102633
Oumeima Brahim , Yosra Mahjoub , Marwa Boussaid , Hiba Limem , Abir Aissaoui

Fibromuscular dysplasia of the coronary is an uncommon coronary defect with a range of pathological alterations and unpredictable clinical description that can cause sudden death.

We present an autopsy case of sudden cardiac death due to a rupture of a coronary artery aneurysm in a 59-year-old woman. Postmortem autopsy revealed two huge saccular aneurysms located at the right coronary artery, one of which was ruptured leading to a fatal hemopericardium. Histopathological examination revealed coronary artery fibromuscular dysplasia with fibromyxoid dissociation of the media causing saccular aneurysms. The involvement of coronary arteries in fibromuscular dysplasia with aneurysmal features has been rarely reported in the literature and is most likely an underdiagnosed finding. Due to the little number of published studies, the etiology is not fully understood and data on pathogenesis, risk factors, manifestation, disease course, and mortality are still unclear, which is a gap that needs to be filled in order to avoid under-diagnosis of the disease.

Our case report aimed to discuss the mechanisms of sudden death attributed to coronary fibromuscular dysplasia.

冠状动脉纤维肌肉发育不良是一种罕见的冠状动脉缺陷,具有一系列病理改变和不可预测的临床描述,可导致猝死。我们提出一个解剖病例心脏猝死由于冠状动脉瘤破裂在一个59岁的妇女。尸检发现两个巨大的囊状动脉瘤位于右冠状动脉,其中一个破裂导致致命的心包积血。组织病理学检查显示冠状动脉纤维肌肉发育不良伴纤维黏液样分离引起囊状动脉瘤。纤维肌肉发育不良伴动脉瘤样特征的冠状动脉受累在文献中很少报道,而且很可能是未被诊断的发现。由于发表的研究较少,其病因尚不完全清楚,发病机制、危险因素、表现、病程、死亡率等数据尚不清楚,这是一个需要填补的空白,以避免疾病的漏诊。我们的病例报告旨在探讨猝死的机制归因于冠状动脉纤维肌肉发育不良。
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引用次数: 0
Review of the demographic factors and toxicology related to deaths due to pregabalin in Northern Ireland 北爱尔兰普瑞巴林致死事件相关人口学因素和毒理学回顾
IF 1.5 4区 医学 Q1 Social Sciences Pub Date : 2023-12-09 DOI: 10.1016/j.jflm.2023.102635
William Ryan Huddleston , James Robert Lyness , Amy Quinn

The potential for recreational abuse of the analgesic and antiepileptic drug pregabalin is now well established in the literature. The potential minimum lethal dose in post mortem cases is however less defined. All post mortem examinations in Northern Ireland where the cause of death was found to be due to pregabalin were examined for demographic and toxicological analysis. Deaths are generally seen in young men, especially 30-39-year-olds, many of whom have a history of substance misuse and are often prescribed pregabalin. Until recently, prescription rates have been on the rise regionally. The overall median post mortem peripheral blood concentration of pregabalin found in this study is 10.6 mg/L, however this rises when concurrent drugs and alcohol are considered and in cases where pregabalin is considered responsible for death alone (i.e. outside of multidrug toxicity). Pregabalin peripheral blood concentrations returned in this study suggest previously offered minimum lethal dosages may need to be revised downward.

镇痛和抗癫痫药物普瑞巴林可能会被娱乐性滥用,这一点现已在文献中得到充分证实。然而,死后病例中潜在的最低致死剂量却不太明确。我们对北爱尔兰所有发现死因是普瑞巴林的尸检病例进行了人口统计学和毒理学分析。死亡病例通常发生在年轻男性身上,尤其是 30-39 岁的年轻人,他们中的许多人都有药物滥用史,并经常被处方普瑞巴林。直到最近,处方率在地区范围内一直呈上升趋势。本研究发现的普瑞巴林死后外周血浓度总体中位数为 10.6 毫克/升,但如果考虑到同时服用的药物和酒精,以及普瑞巴林被认为是导致单独死亡的原因(即多种药物毒性之外的原因),这一中位数会有所上升。本研究中返回的普瑞巴林外周血浓度表明,以前提供的最小致死剂量可能需要下调。
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引用次数: 0
Technical note: Excel spreadsheet calculation of the Henssge equation as an aid to estimating postmortem interval 技术说明:亨斯格方程的Excel电子表格计算,以帮助估计死后时间间隔
IF 1.5 4区 医学 Q1 Social Sciences Pub Date : 2023-12-06 DOI: 10.1016/j.jflm.2023.102634
Masaomi Otatsume , Norihiro Shinkawa , Myu Tachibana , Hisanaga Kuroki , Ayako Ro , Ai Sonoda , Eiji Kakizaki , Nobuhiro Yukawa

In forensic cases for which the time of death is unknown, several methods are used to estimate the postmortem interval. The quotient (Q) defined as the difference between the rectal and ambient temperature (Tr − Ta) divided by the initial difference (T0 − Ta) represents the progress of postmortem cooling: Q = (Tr − Ta)/(T0 − Ta), (1 ≥ Q ≥ 0). Henssge was able to show that with the body weight and its empirical corrective factor, Q can be reasonably predicted as a double exponential decay function of time (Qp(t)). On the other hand, actual Q is determined as Qd by measuring Tr and Ta under an assumption of T0 = 37.2 °C. Then, the t value at which Qp(t) is equal to Qd (Qd=Qp(t)) would be a good estimate of the postmortem interval (the Henssge equation). Since the equation cannot be solved analytically, it has been solved using a pair of nomograms devised by Henssge. With greater access to computers and spreadsheet software, computational methods based on the input of actual parameters of the case can be more easily utilized. In this technical note, we describe two types of Excel spreadsheets to solve the equation numerically. In one type, a fairly accurate solution was obtained by iteration using an add-in program Solver. In the other type (forward calculation), a series of Qp(t) was generated at a time interval of 0.05 h and the t value at which Qp(t) was nearest to Qd was selected as an approximate solution using a built-in function, XLOOKUP. Alternatively, a series of absolute values of the difference between Qd and Qp(t) (|Dq(t)| = |Qd − Qp(t)|) was generated with time interval 0.1 h and the t value that produces the minimum |Dq(t)| was selected. These Excel spreadsheets are available as Supplementary Files.

在死亡时间不明的法医案件中,使用几种方法来估计死后间隔。商(Q)定义为直肠之间的差异和环境温度(Tr − Ta)除以初始差异(T0 − Ta)代表了后期冷却的进步:Q = (Tr − Ta) / (T0 − Ta),(1 ≥ 问 ≥ 0)。Henssge能够证明,结合体重及其经验校正因子,Q可以合理地预测为时间的双指数衰减函数(Qp(t))。另一方面,在假设T0 = 37.2 °C下,通过测量Tr和Ta来确定实际Q为Qd。那么,Qp(t)等于Qd (Qd=Qp(t))时的t值将是对死后时间间隔的一个很好的估计(亨斯格方程)。由于这个方程不能解析解,所以用Henssge设计的一对诺图来解。随着更多地使用计算机和电子表格软件,基于实际参数输入的计算方法可以更容易地利用。在本技术说明中,我们描述了两种类型的Excel电子表格来数值求解方程。在其中一种类型中,使用外接程序Solver通过迭代得到了相当精确的解。在另一种类型(前向计算)中,以0.05 h为时间间隔生成一系列Qp(t),并使用内置函数XLOOKUP选择Qp(t)最接近Qd的t值作为近似解。或者生成一系列Qd与Qp(t)之差的绝对值(|Dq(t)| = |Qd − Qp(t)|),时间间隔为0.1 h,选择产生最小值的t值|Dq(t)|。这些Excel电子表格作为补充文件提供。
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引用次数: 0
Acute vertical deceleration injury: A case of cranial impalement 急性垂直减速伤:颅穿刺1例
IF 1.5 4区 医学 Q1 Social Sciences Pub Date : 2023-12-02 DOI: 10.1016/j.jflm.2023.102632
Stefano Tambuzzi , Guendalina Gentile , Michele Boracchi, Riccardo Zoja

In forensic science and in modern times, impalement is a rare event. When this occurrence involves the head, it is even more unusual since this region is very small compared to the rest of the body. Although impalements are rare, they represent scenarios that must be treated with great care by forensic pathologists. They may involve a mixture of blunt and penetrating wounds, and the injuries observed at autopsy must be interpreted correctly. For this reason, if possible, the interconnection between the body and the impaling object should be maintained until the autopsy table. In this report, it is presented a case of cranial penetrating trauma that occurred after a suicidal fall from a great height with impact on the railing below, by reporting both the on-site scene inspection and autopsy data. The critical forensic issues that may arise in the practical management of such cases are discussed, starting from the fact that there is still no clear and unambiguous definition of impalement.

在法医科学和现代,刺穿是罕见的事件。当这种情况发生在头部时,就更不寻常了,因为这个区域与身体的其他部位相比非常小。虽然刺穿是罕见的,但它们代表了法医病理学家必须非常小心地对待的情况。它们可能包括钝伤和穿透伤的混合,在尸检中观察到的伤害必须正确解释。因此,如果可能的话,尸体和刺穿物体之间的连接应该保持到尸检台上。本文报告了一例自杀性坠楼后撞击栏杆造成颅骨穿透伤的病例,并结合现场检查和尸检数据进行了报道。本文讨论了在实际处理此类案件中可能出现的关键法医问题,并从仍然没有明确和明确的刺穿定义这一事实出发。
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引用次数: 0
Distribution of donepezil in postmortem casework 多奈哌齐在死后病例中的分布
IF 1.5 4区 医学 Q1 Social Sciences Pub Date : 2023-11-29 DOI: 10.1016/j.jflm.2023.102625
Jolene J. Bierly, Brianna L. Peterson

Donepezil is one of the primary treatments options for patients suffering from Alzheimer's Disease. In a review of more than 2200 postmortem donepezil positive blood specimens, 76% of concentrations were higher than the proposed therapeutic range. Means and medians were similar between central blood specimens and peripheral specimens, indicating minimal postmortem redistribution.

Postmortem concentrations may not reflect those circulating antemortem. Mean and median postmortem blood concentrations were approximately 3-fold higher than those in antemortem blood specimens. Additionally, in cases where antemortem blood was available for testing, large increases in donepezil concentrations were reported between antemortem and postmortem specimens without documented administration by medical personnel. Elevated blood donepezil concentrations have been reported in multiple postmortem cases where cause of death was unrelated. The blood concentrations reported in cases where donepezil did not contribute to death overlapped with those in suspected drug overdose cases where other drugs may have been present. In 4 out of 5 suspected donepezil overdose cases, blood concentrations greater than 1000 ng/mL were reported, whereas less than 1% of all postmortem blood samples reviewed achieved these concentrations. Blood concentrations greater than 1000 ng/mL should be considered contributory when a drug overdose is suspected. Postmortem donepezil concentrations should be interpreted with caution in the context of a comprehensive case history.

多奈哌齐是阿尔茨海默病患者的主要治疗选择之一。在对2200多个死后多奈哌齐阳性血液标本的审查中,76%的浓度高于建议的治疗范围。中心血样和外周血样的平均值和中位数相似,表明死后再分布最小。死后的浓度可能不能反映死前的浓度。死后血液浓度的平均值和中位数大约是死前血液样本的3倍。此外,在有死前血液可供检测的情况下,据报告,在没有医务人员记录的情况下,在死前和死后标本之间,多奈哌齐浓度大幅增加。多奈哌齐血液浓度升高已在多个死亡原因无关的死后病例中报告。在多奈哌齐未导致死亡的病例中,报告的血液浓度与可能存在其他药物的疑似药物过量病例的血液浓度重叠。在5例疑似多奈哌齐过量病例中,有4例报告了血液浓度超过1000纳克/毫升,而在所有尸检后血液样本中,只有不到1%达到了这些浓度。当怀疑药物过量时,应考虑血药浓度大于1000 ng/mL。死后多奈哌齐浓度应在综合病史的背景下谨慎解释。
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引用次数: 0
Violence against children: A review of cases at a forensic anthropology unit, Johannesburg, South Africa 对儿童的暴力:对南非约翰内斯堡法医人类学单位案件的审查
IF 1.5 4区 医学 Q1 Social Sciences Pub Date : 2023-11-25 DOI: 10.1016/j.jflm.2023.102623
M. Steyn , D. Brits , D. Botha , S. Holland

South Africa is experiencing a scourge of violence against women and children, with alarming levels of violence, and as such, juvenile cases are sometimes encountered in a forensic anthropological setting. The aim of this research was to assess the cases of juveniles (under 20 years) presenting at the Human Variation and Identification Research Unit (HVIRU) for a 6-year period (2016–2022), in order to assess patterns and types of cases referred. A total of 19 cases were assessed, of which 10 were 16–20 years old, 3 between the ages of 5 and 15 years and 6 less than 5 years old at the time of death. Of the 14 children with known sex, 12 were female with features suggesting that they fell prey to sexual violence. Many of the individuals were either known (and referred for trauma analysis) or identified following investigation. Of the 19 juveniles, 11 (58 %) had evidence of perimortem trauma (sharp and/or blunt), attesting to the violent nature of their deaths. Two cases had both sharp and blunt force trauma, of which one is a possible case of dismemberment. The remains of two individuals showed signs of perimortem burning, which may or may not be related to the cause of death. Three individuals had signs of antemortem (healed) trauma, which may suggest a longer period of abuse. Five of the individuals showed signs of disease – two had cribra orbitalia, while two others had various porous lesions indicative of chronic disease or malnutrition. One individual had advanced osteomyelitis, suggesting a natural cause of death. Some of these cases had unusual trauma and pathology, highlighting the contribution of forensic anthropologists.

南非正在遭受对妇女和儿童的暴力的祸害,其暴力程度令人震惊,因此,在法医人类学环境中有时会遇到少年案件。本研究的目的是评估6年(2016-2022年)期间在人类变异和鉴定研究单位(HVIRU)提交的青少年(20岁以下)病例,以评估所提交病例的模式和类型。总共评估了19例,其中10例年龄在16-20岁之间,3例年龄在5 - 15岁之间,6例死亡时年龄不足5岁。在14名已知性别的儿童中,有12名是女性,其特征表明她们是性暴力的受害者。许多人要么是已知的(并被转介进行创伤分析),要么是在调查后确定的。在这19名少年中,有11名(58%)有死前创伤(尖锐和/或钝器)的证据,证明了他们死亡的暴力性质。两起案件都有锐器和钝器外伤,其中一起可能是肢解。两具尸体的遗骸显示出死前被烧死的迹象,这可能与死因有关,也可能与死因无关。三个人有死前(愈合)创伤的迹象,这可能表明有较长时间的虐待。其中五个人表现出疾病的迹象——两人有眶嵴,另外两人有各种多孔病变,表明患有慢性疾病或营养不良。其中一人患有晚期骨髓炎,说明是自然死亡。其中一些案件有不寻常的创伤和病理,突出了法医人类学家的贡献。
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引用次数: 0
Female genital mutilation – An overview for forensic practitioners 切割女性生殖器官-法医从业人员概述
IF 1.5 4区 医学 Q1 Social Sciences Pub Date : 2023-11-22 DOI: 10.1016/j.jflm.2023.102624
Roger W. Byard , Fariba Behnia-Willison

Female genital mutilation (FGM) refers to all procedures that partially or totally remove the external female genitalia, or to all other deliberate injuries to the female genital organs for non-medical reasons. It is thought that over 200 million girls and women have had some form of FGM, with more than three million girls being at risk annually. The procedure varies in severity from partial or complete removal of the clitoris (Type 1) to oversewing of the vaginal opening, so-called infibulation (Type 3). There are no medical benefits from FGM, with complications increasing with the amount of tissue damage that has been inflicted. Side effects may be psychological and physical including excessive scarring, pain, infections, sexual dysfunction with significant obstetrical complications such as fistulas and increased risks of stillbirth, as well as increased neonatal and maternal morbidity and mortality. Although primarily originating in countries in Africa, the Middle East and Asia, mass migrations in recent years have made FGM a feature in most societies. For this reason, forensic practitioners and pathologists should be aware of the anatomical features of FGM and the potential medical and psychological side effects. Accurate recording of cases is required to enable appropriate resources to be allocated for instituting preventive measures.

切割女性生殖器官是指部分或全部切除女性外生殖器的所有程序,或出于非医疗原因故意伤害女性生殖器官的所有其他程序。据认为,有2亿多女孩和妇女遭受过某种形式的女性生殖器切割,每年有300多万女孩面临风险。手术的严重程度各不相同,从部分或完全切除阴蒂(第1类)到过度缝合阴道口,即所谓的插入(第3类)。切割女性生殖器官没有医学上的好处,造成的组织损伤越多,并发症就越多。副作用可能是心理上和生理上的,包括疤痕过多、疼痛、感染、性功能障碍和显著的产科并发症,如瘘管和死产风险增加,以及新生儿和孕产妇发病率和死亡率增加。虽然主要起源于非洲、中东和亚洲国家,但近年来的大规模移徙已使切割女性生殖器官成为大多数社会的一个特点。因此,法医从业者和病理学家应该了解女性生殖器切割的解剖学特征以及潜在的医疗和心理副作用。需要准确记录病例,以便为制定预防措施拨出适当的资源。
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引用次数: 0
Lifetime sexual violence experienced by women asylum seekers and refugees hosted in high-income countries: Literature review and meta-analysis 被高收入国家收容的女性寻求庇护者和难民终生遭受的性暴力:文献综述和荟萃分析
IF 1.5 4区 医学 Q1 Social Sciences Pub Date : 2023-11-22 DOI: 10.1016/j.jflm.2023.102622
Laura Cayreyre , Théo Korchia , Anderson Loundou , Maeva Jego , Didier Théry , Julie Berbis , Gaëtan Gentile , Pascal Auquier , Jérémy Khouani

Screening and care for victims of sexual violence (SV) among asylum seekers and refugees (ASRs) living in High-income host countries were prioritized by the WHO in 2020. The lack of stabilized prevalence findings on lifetime SV among ASRs in High-income countries hinders the development of adequate health management. The objective of this study was to determine the lifetime prevalence of SV experienced by ASRs living in High-income countries. We conducted a systematic review and meta-analysis according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Studies were included in the meta-analysis if the sample consisted exclusively of asylum seekers or refugees over the age of 16 living in High-income countries and if they reported a lifetime prevalence of experienced SV. The results of the meta-analysis were expressed with 95 % confidence intervals (CIs) as estimates of lifetime SV prevalence using a random-effects model. The estimated lifetime prevalence of SV among women ASRs was 44 % (95 % CI, 0.24–0.67) and 27 % (95 % CI, 0.18–0.38) for both sexes. This meta-analysis revealed a high prevalence of SV among ASRs hosted in High-income countries and suggest the importance of developing specific screening and care programs in these host countries.

2020 年,世卫组织将筛查和护理生活在高收入东道国的寻求庇护者和难民(ASRs)中的性暴力(SV)受害者列为优先事项。由于缺乏关于高收入国家寻求庇护者和难民中终生性暴力发生率的稳定结果,因此阻碍了适当健康管理的发展。本研究旨在确定生活在高收入国家的 ASRs 终生 SV 患病率。我们根据系统综述和荟萃分析首选报告项目(PRISMA)指南进行了系统综述和荟萃分析。如果研究样本完全由生活在高收入国家的 16 岁以上寻求庇护者或难民组成,并且报告了经历过 SV 的终生患病率,那么这些研究将被纳入荟萃分析。荟萃分析的结果以 95% 的置信区间 (CI) 表示,即采用随机效应模型估算的 SV 终生患病率。据估计,女性 ASR 中 SV 的终生患病率为 44%(95% CI,0.24-0.67),而男性 ASR 中 SV 的终生患病率为 27%(95% CI,0.18-0.38)。这项荟萃分析表明,在高收入国家居住的 ASR 中 SV 患病率很高,这表明在这些国家制定专门的筛查和护理计划非常重要。
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引用次数: 0
Using expert-reviewed CSAM to train CNNs and its anthropological analysis 使用专家评审的CSAM训练cnn及其人类学分析。
IF 1.5 4区 医学 Q1 Social Sciences Pub Date : 2023-11-17 DOI: 10.1016/j.jflm.2023.102619
Wojciech Oronowicz-Jaśkowiak , Tomasz Kozłowski , Marta Polańska , Jerzy Wojciechowski , Piotr Wasilewski , Dominik Ślęzak , Mirosław Kowaluk

Machine learning methods for the identification of child sexual abuse materials (CSAM) have been previously studied, however, they have serious limitations. Firstly, the training sets used to train the appropriate machine learning algorithms were not previously annotated by a forensic expert in anthropology. Secondly, previously presented solutions have rarely used models trained using real pornographic content involving children. Thirdly, previous studies have not presented a detailed justification for the classification decisions made, which is important due to the recent guidelines of the European Commission (Artificial Intelligence Act).

The aim of the study was to train convolution neural networks (CNNs) using expert-labelled CSAM images and thereby identify the elements of the body and/or the environment that are critical for classifications by the neural network. To train and evaluate machine learning models, we used 60,000 images equally divided into four classes (CSAM images, images displaying sexual activity involving adults, images of people without sexual activity, and images not containing people). We used four neural network architectures: MobileNet, ResNet152, xResNet152 and its modification ResNet-s, designed for the purpose of research.

The trained models provided high accuracy of classifying CSAM images: xResNet152 (F1 = 0.93, 92,8%), xResNet-s (F1 = 0.93, 93,1%), ResNet152 (F1 = 0.90, 91,39%), MobileNet (F1 ranged from 0.85 to 0.87, accuracy ranged from 86% to 87%).

The results of the conducted research suggest that using expert knowledge (in sexology and anthropology) significantly improved the accuracy of the models. In regard to further anthropological analysis, the results indicate that the breasts, face and torso are crucial areas for the classification of pornographic content with children's participation. Results suggests that the ResNet-s neural network may be a reliable tool for clinical work and to support the work of experts witnesses in the field of anthropology.

The study design received a positive opinion of the Ethics Committee of the Faculty of Mathematics, Informatics and Mechanics of the University of Warsaw. The clinical material was used for research purposes with the consent of the relevant prosecutor's offices. Authors provided free version of Windows application to classify CSAM for forensic experts, policemen and prosecutors at the OSF repository (DOI: 10.17605/OSF.IO/RU7JX).

以前已经研究过用于识别儿童性虐待材料(CSAM)的机器学习方法,然而,它们有严重的局限性。首先,用于训练适当机器学习算法的训练集以前没有由人类学法医专家注释。其次,以前提出的解决方案很少使用使用涉及儿童的真实色情内容训练的模型。第三,之前的研究并没有为所做的分类决策提供详细的理由,这一点很重要,因为欧盟委员会(人工智能法案)最近的指导方针。该研究的目的是使用专家标记的CSAM图像来训练卷积神经网络(cnn),从而识别对神经网络分类至关重要的身体和/或环境元素。为了训练和评估机器学习模型,我们使用了6万张图像,平均分为四类(CSAM图像,显示涉及成年人的性活动的图像,没有性活动的人的图像和不包含人的图像)。我们使用了四种神经网络架构:MobileNet, ResNet152, xResNet152及其修改版ResNet-s,旨在进行研究。训练的模型对CSAM图像的分类精度较高:xResNet152 (F1 = 0.93, 92,8%)、xResNet-s (F1 = 0.93, 93,1%)、ResNet152 (F1 = 0.90, 91,39%)、MobileNet (F1范围为0.85 ~ 0.87,准确率为86% ~ 87%)。所进行的研究结果表明,使用专家知识(性学和人类学)显著提高了模型的准确性。关于进一步的人类学分析,结果表明,乳房,面部和躯干是儿童参与的色情内容分类的关键区域。结果表明,ResNet-s神经网络可能是临床工作和支持人类学领域专家证人工作的可靠工具。该研究设计得到了华沙大学数学、信息学和力学学院伦理委员会的积极评价。临床材料经有关检察官办公室同意用于研究目的。作者在OSF存储库(DOI: 10.17605/OSF. io /RU7JX)中为法医专家,警察和检察官提供了免费版本的Windows应用程序来分类CSAM。
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Journal of forensic and legal medicine
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