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Firearm fatalities in Dammam: A forensic retrospective study 达曼的枪支死亡:一项法医回顾性研究
Q3 Medicine Pub Date : 2025-07-01 Epub Date: 2025-02-05 DOI: 10.1016/j.fsir.2025.100410
Magdy Kharoshah , Maram Aabdulghani AlFarayedhi , Abdullah AlBouijan , Noua AlOtaibi , AbdulRahman Waheed AlDossary , Ibrahim AlAboudi , Sahar Issa

Background

Numerous nations have released studies on lethal firearm injuries. Nonetheless, there has been little documentation of their occurrence and pattern in various parts of Saudi Arabia and other Arab Countries.

Methods

The present study was conducted to investigate fatal firearm injuries in Dammam, Saudi Arabia, during 2013–2023. All investigated victims were referred to the mortuary of the Forensic Medicine Department, Dammam.

Results

The study investigated all firearm deaths in Dammam. Most of the victims were Saudi Nationals. Homicidal victims (N = 88) surpassed the suicidal cases (N = 24). Rifled weapons were the most common weapon used in both groups. Head wounds were much more common in suicides (70.8 %) compared to homicides (34.1 %) (p = 0.001). Toxicological findings confirmed more Cannabis in homicide cases and more Ethanol in suicide cases.

Conclusions

The current findings were contradictory to the pattern seen in other countries where suicides were the predominant group.
许多国家已经发布了关于致命火器伤害的研究报告。然而,在沙特阿拉伯和其他阿拉伯国家的不同地区,几乎没有关于其发生和模式的文件。方法对2013-2023年沙特阿拉伯达曼地区的致命火器伤害进行调查。所有被调查的受害者都被送到达曼法医部的太平间。结果该研究调查了达曼所有枪支死亡事件。大多数遇难者是沙特国民。杀人者(N = 88人)超过了自杀者(N = 24人)。膛线武器是两组人中最常用的武器。头部受伤在自杀(70.8% %)中比在他杀(34.1% %)中更为常见(p = 0.001)。毒理学调查结果证实,大麻在杀人案件中占比更高,酒精在自杀案件中占比更高。结论:目前的研究结果与其他国家的模式相矛盾,在其他国家,自杀是主要群体。
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引用次数: 0
Cold case report: Geoforensic brownfield site search for murder victim based on prison informant lead 悬案报告:根据监狱线人的线索,法医在棕地搜索谋杀受害者
Q3 Medicine Pub Date : 2025-07-01 Epub Date: 2024-12-27 DOI: 10.1016/j.fsir.2024.100404
Jamie K. Pringle , Andrew Binley , Kristopher D. Wisniewski , Ben Davenward , Vivienne G. Heaton , Georgina E. Handley
Cold case searches for the missing can be challenging, especially when the convicted perpetrator may or may not be giving forensic investigators truthful information. This paper reports on a cold case search for a teenage girl who was reported missing during the mid-2000s in north-west England, with this being the second area searched following the disclosure of information by a suspect prison cellmate. The disused search area had many uses, including an animal sanctuary after the girl went missing. Initial police ground searches proved unsuccessful in locating the victim. Geoforensic search aims was to use geophysics to identify potential burial position(s) within the search site priority areas to be then forensically investigated. A multi-phased geoforensic search was conducted, initially forensic botany removed vegetation back to when the girl went missing, electromagnetic induction (EMI) surveys then identified potential burial areas, before ground penetrating radar (GPR) surveys were also collected in other areas to identify near-surface buried object positions. The EMI and GPR identified priority targets were then forensically excavated, with several isolated animal burials recovered and a drainage pipe identified to be cause of other geophysical targets, which gave confidence that any burials onsite could be identified geophysically. No case-relevant material was found. The case presented suggests these geoforensic approaches provide assurances to rule out forensic search locations, saving time and costs in such cold case investigations.
寻找失踪人员的悬案可能是一项挑战,特别是当被定罪的犯罪者可能向法医调查人员提供或不提供真实信息时。本文报道了2000年代中期在英格兰西北部对一名失踪少女的悬案搜索,这是继一名可疑狱友泄露信息后的第二个搜索区域。这个废弃的搜索区域有很多用途,包括在女孩失踪后成为一个动物保护区。警方最初的地面搜索未能找到受害者。地质法医搜索的目的是利用地球物理学在搜索地点优先区域内确定可能的埋葬位置,然后进行法医调查。进行了多阶段的地质法医搜索,最初法医植物学将植被移回女孩失踪时,电磁感应(EMI)测量然后确定潜在的埋葬区域,然后在其他区域收集探地雷达(GPR)测量以确定近地表埋藏物体的位置。然后对电磁干扰和探地雷达确定的优先目标进行了法医挖掘,发现了几个孤立的动物埋葬,并确定了一个排水管是其他地球物理目标的原因,这使人们相信现场的任何埋葬都可以在地球物理上进行识别。未发现与病例相关的材料。所提出的案件表明,这些地理法医学方法保证排除法医搜查地点,节省了此类悬案调查的时间和费用。
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引用次数: 0
Species identification of avian feathers in Japanese Habouki using feather morphological and molecular testing 利用羽毛形态学和分子检测对日本Habouki鸟类羽毛进行种类鉴定
Q3 Medicine Pub Date : 2025-07-01 Epub Date: 2025-04-11 DOI: 10.1016/j.fsir.2025.100415
Nana Ushine , Isao Nishiumi , Higuchi Aki , Aki Tanaka , Ayano Mori , Nanami Tsuchiya , Shin-ichi Hayama
Habouki is a tool used in Japanese tea ceremonies consisting of a bundle of feathers from birds of prey and waterfowl. Habouki often include feathers from avian species that are legally protected. In this study, we examined three types of Habouki (Zabaki, Tsukamibane, and Mitsubane) suspected of containing feathers from legally protected species and conducted species identification through feather morphological examination and molecular analysis. Morphological examinations and molecular biological analyses targeting cytochrome c oxidase subunit 1 region were conducted using the barbs of Habouki feathers. Genetic analysis revealed that Zabaki contained feathers from Aquila chrysaetos (genetic difference between Habouki feather and the control sample; 0.02 %), Tsukamibane contained Cygnus columbianus (0.16 %), and Mitsubane contained Ciconia boyciana (0.05 %). In the morphological examinations based on shape, color, and size, the Zabaki feather was presumed to be the rectrices of the Golden Eagle (Aquila chrysaetos), the Tsukamibane feather was the tertials of Whooper Swan (Cygnus cygnus) and Tundra Swan (Cygnus columbianus), and the Mitsubane feather was the secondary and tertial feathers of the Japanese White Stork (Ciconia boyciana). Habouki are currently not being produced. To safeguard the continuity of Japanese tea ceremony culture, it is crucial to protect Habouki and prevent illegal activities such as poaching. When determining whether feathers belong to rare species, it is recommended to conduct feather morphological examinations rather than molecular biological examinations, which destroy Habouki.
Habouki是日本茶道中使用的一种工具,由一束猛禽和水禽的羽毛组成。Habouki通常包括受法律保护的鸟类的羽毛。本研究对三种疑似含有法律保护物种羽毛的鸟(Zabaki、Tsukamibane和mitsubishi)进行了检测,并通过羽毛形态学检查和分子分析进行了物种鉴定。利用Habouki羽倒刺进行了细胞色素c氧化酶亚基1区的形态学检查和分子生物学分析。遗传分析表明,Zabaki含有金凤蝶羽毛(Habouki羽毛与对照样本遗传差异);冢毒班含哥伦比亚Cygnus(0.16 %),三菱班含白鹤Cygnus boyciana(0.05 %)。根据形状、颜色和大小的形态学检查,认为扎崎羽是金鹰(Aquila chrysaetos)的羽毛,冢冢羽是大天鹅(Cygnus Cygnus)和苔原天鹅(Cygnus columbianus)的三甲羽毛,三菱羽是日本白鹳(Ciconia boyciana)的二甲羽毛和三甲羽毛。Habouki目前还没有生产。为了维护日本茶道文化的延续性,保护好Habouki,防止偷猎等非法活动至关重要。在确定羽毛是否属于稀有物种时,建议进行羽毛形态学检查,而不是分子生物学检查,因为分子生物学检查会破坏Habouki。
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引用次数: 0
Forward Spatter Bloodstain Pattern Analysis: AO Estimation Using Image Processing and Numerical Modeling 前向飞溅血迹模式分析:使用图像处理和数值模拟的AO估计
Q3 Medicine Pub Date : 2025-07-01 Epub Date: 2025-04-18 DOI: 10.1016/j.fsir.2025.100416
Aylin Yalçın Sarıbey , Fatma Nida Ocak
The aim of examining the forward spatter bloodstain patterns of gunshot wounds is to accurately describe the relationship between the victim, the culprit, and the crime scene. The purpose of this study is to determine the approximate location of the blood source, i.e. the victim, at the crime scene by using an image processing and numerical modeling approach. To achieve this, an experimental setup is designed with cardstocks and a cow blood-soaked sponge. In total, twenty forward spatter patterns are obtained onto cardstocks after successful shootings. In the post-processing phase, ellipses on the cardstocks are detected by processing the forward spatters in MATLAB. To achieve this, ellipse properties are identified for calculating the impact angles. The impact angles are then utilized as inputs to the tangent method within the program to estimate the Area of Origin (AOx). For visualization, 2D and 3D images are generated. In conclusion, it is observed that the program works the best in determining the AOx, for the scenarios where the real AOx distances (blood source to target distances) are 35 cm, 50 cm, and 100 cm respectively. The program’s weakness while determining AOx for the source distance of 5 cm is also reported. It is necessary to improve the program for short blood source-to-target distances and long shooting distances. It can be concluded that image quality is also a key factor for post-processing as it might mislead the results with visible ellipses.
检查枪伤的前向飞溅血迹模式的目的是准确地描述受害者、罪犯和犯罪现场之间的关系。本研究的目的是通过使用图像处理和数值模拟方法来确定血源,即受害者在犯罪现场的大致位置。为了达到这个目的,我们设计了一个实验装置,用卡纸和牛血浸泡过的海绵。在成功射击后,总共有20种向前的飞溅图案被记录在卡片上。在后处理阶段,通过MATLAB对前向溅射进行处理,检测出卡纸上的椭圆。为了实现这一点,确定了椭圆属性来计算撞击角。然后将撞击角度用作程序内切线方法的输入,以估计原点面积(AOx)。为了可视化,生成了2D和3D图像。综上所述,可以观察到该程序在确定AOx时效果最好,因为实际AOx距离(血源到目标的距离)分别为35 cm, 50 cm和100 cm。该程序在确定源距离为5 cm时的AOx时的弱点也被报道。对于较短的血源-靶距离和较远的射击距离,有必要对程序进行改进。可以得出结论,图像质量也是后处理的关键因素,因为它可能会使可见的椭圆误导结果。
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引用次数: 0
Enhancing forensic sex identification through AI-based analysis of the foramen magnum 通过基于人工智能的枕骨大孔分析增强法医性别鉴定
Q3 Medicine Pub Date : 2025-07-01 Epub Date: 2025-02-07 DOI: 10.1016/j.fsir.2025.100411
Sirinart Chomean , Natipong Chatthai , Napakorn Sangchay , Chollanot Kaset
Sex estimation from skeletal remains is an essential task in forensic anthropology. Traditional morphological analysis, while effective, can be time-consuming and subject to inter-observer variability. This study evaluates artificial intelligence (AI)-based methods, specifically object detection and instance segmentation, for sex estimation using the foramen magnum (FM). A total of 600 adult dry skull images (300 males, 300 females) were labeled and augmented to create a dataset of 2280 images, which was split into training (92 %), validation (5 %), and test (3 %) sets. The models were trained using Roboflow and assessed based on sensitivity, specificity, accuracy, positive predictive value (PPV), and negative predictive value (NPV), with additional validation performed on 30 independent skulls. The object detection model demonstrated strong performance, achieving high precision (95.0 %) and recall (100.0 %) in training, with precision values of 93.0 % and 89.0 % in validation and test sets, respectively, while maintaining 100.0 % recall across datasets. In the independent test set, the model achieved 75.0 %specificity. The instance segmentation method yielded lower performance, with specificity of 68.75 %. The overall accuracy of the object detection method was 65.68 % (95 % CI: 46.19 % - 81.64 %), outperforming the instance segmentation method, which achieved an accuracy of 62.69 % (95 % CI: 43.22 % - 79.55 %). Although AI-based methods, particularly object detection, show potential for forensic sex estimation from foramen magnum, the results indicate that their accuracy remains lower than traditional morphometric approaches. Future research should focus on integrating additional cranial features and expanding the training dataset to enhance model reliability and generalizability.
骨骸性别鉴定是法医人类学的一项重要工作。传统的形态分析虽然有效,但可能耗时且受观察者之间差异的影响。本研究评估了基于人工智能(AI)的方法,特别是对象检测和实例分割,用于使用枕骨大孔(FM)进行性别估计。总共600张成人干颅骨图像(300张男性,300张女性)被标记和增强,创建了2280张图像的数据集,该数据集分为训练集(92张 %),验证集(5张 %)和测试集(3张 %)。使用Roboflow对模型进行训练,并根据敏感性、特异性、准确性、阳性预测值(PPV)和阴性预测值(NPV)进行评估,并在30个独立颅骨上进行额外验证。目标检测模型表现出较强的性能,在训练中实现了较高的准确率(95.0 %)和召回率(100.0 %),在验证集和测试集上的准确率分别为93.0 %和89.0 %,同时在数据集上保持了100.0 %的召回率。在独立测试集中,该模型的特异性达到了75.0 %。实例分割方法的效果较差,特异性为68.75 %。目标检测方法的总体准确率为65.68 %(95 % CI: 46.19 % ~ 81.64 %),优于实例分割方法,后者的准确率为62.69 %(95 % CI: 43.22 % ~ 79.55 %)。尽管基于人工智能的方法,特别是物体检测,显示出从枕骨大孔进行法医性别估计的潜力,但结果表明,它们的准确性仍然低于传统的形态测量方法。未来的研究应集中于整合额外的颅骨特征和扩展训练数据集,以提高模型的可靠性和泛化性。
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引用次数: 0
PSA is not suitable as a reliable marker for seminal fluid in rectal samples collected post-mortem PSA不适合作为死后直肠精液样本的可靠标记物
Q3 Medicine Pub Date : 2025-07-01 Epub Date: 2025-01-26 DOI: 10.1016/j.fsir.2025.100409
Corine Müller, Elie Pascolo Tièche, Martin Zieger
Prostate-specific antigen (PSA) tests are used in forensic examinations of sexual offences to indicate the presence of seminal fluid. Based on a retrospective analysis of 484 forensic samples collected in sexual assault cases, we observed a significant enrichment of potentially misleading tests for seminal fluid, for samples collected post-mortem. Reduced reliability of PSA testing for the indication of the presence of ejaculate in samples collected post-mortem has already been reported previously. However, previous studies either included only a small number of rectal samples, particularly from female cadavers, or were based on vaginal swabs. In our study, 34 female and 67 male rectal swab samples collected post-mortem were analysed. The rate of positive SERATEC® PSA Semiquant tests was 33 % for women and 67 % for men. Using male specific qPCR, male DNA was detected in only one of the female samples, indicating a high false-positive rate for both sexes when using SERATEC® PSA Semiquant tests as indicators for the presence of seminal liquid post mortem. Different degrees of decomposition showed no significant correlation with the PSA positivity rate. As expected, a significant correlation between the sex of the deceased individuals and the PSA test result could be demonstrated. The study demonstrates the very limited probative value of PSA as a marker for seminal fluid post mortem.
前列腺特异性抗原(PSA)测试用于性犯罪的法医检查,以表明精液的存在。基于对在性侵犯案件中收集的484个法医样本的回顾性分析,我们观察到,在死后收集的样本中,精液的检测可能会有很大的误导性。PSA检测在死后采集的样本中是否存在射精的可靠性降低,此前已有报道。然而,以前的研究要么只包括少数直肠样本,特别是来自女性尸体的样本,要么是基于阴道拭子。在我们的研究中,分析了34名女性和67名男性在死后收集的直肠拭子样本。SERATEC®PSA半定量检测阳性率女性为33% %,男性为67% %。使用男性特异性qPCR,仅在一个女性样本中检测到男性DNA,这表明当使用SERATEC®PSA Semiquant测试作为死后精液存在的指标时,两性的假阳性率都很高。不同分解程度与PSA阳性率无显著相关性。正如预期的那样,死亡个体的性别和PSA检测结果之间存在显著的相关性。该研究表明PSA作为死后精液标记物的证明价值非常有限。
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引用次数: 0
A review on rehydrating solutions for fingertips in dried decomposed bodies 干腐尸体中指尖再水化液的研究进展
Q3 Medicine Pub Date : 2025-07-01 Epub Date: 2024-12-15 DOI: 10.1016/j.fsir.2024.100399
Praveena Prabhakaran , Shankar M. Bakkannavar , Vinod C. Nayak , Vinutha R. Bhat
In forensic science, fingerprint analysis remains one of the most reliable methods for identifying individuals. However, this becomes challenging when dealing with decomposed bodies. Although various techniques are available, there is still a lack of a methodology that yields results quickly, particularly for retrieving and rehydrating mummified fingertips. Mummified tissue presents unique challenges for fingerprinting due to its rigidity, shrinkage, and other features that obscure epidermal ridge detail. This article overviews the rehydration solutions currently used to restore fingerprint details. These solutions include sodium hydroxide, sodium carbonate, ethanol, and recent advancements such as citric acid and specialized tissue conditioners. The efficacy of each solution is discussed in terms of effectiveness and the time required for rehydration. By summarizing these approaches, this article aims to inform forensic practitioners of the available techniques for rehydration and explore future prospects in this field.
在法医学中,指纹分析仍然是鉴定个人身份最可靠的方法之一。然而,在处理腐烂的尸体时,这变得很有挑战性。尽管有各种各样的技术可供使用,但仍然缺乏一种快速产生结果的方法,特别是用于提取和再水化木乃伊的指尖。木乃伊组织由于其刚性、收缩和其他模糊表皮脊细节的特征,为指纹识别提出了独特的挑战。本文概述了目前用于恢复指纹细节的补液溶液。这些解决方案包括氢氧化钠、碳酸钠、乙醇和最近的进展,如柠檬酸和专门的组织调理剂。讨论了每种溶液的功效和补液所需的时间。通过总结这些方法,本文旨在告知法医从业者可用的技术补液,并探讨该领域的未来前景。
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引用次数: 0
An evolution of forensic linguistics: From manual analysis to machine learning – A narrative review 法律语言学的演变:从人工分析到机器学习——叙述性回顾
Q3 Medicine Pub Date : 2025-07-01 Epub Date: 2025-05-11 DOI: 10.1016/j.fsir.2025.100417
R. Thamizh Mani , Vikram Palimar , Mamatha Shivananda Pai , T.S. Shwetha , M. Nirmal Krishnan
Forensic linguistics has evolved from manual textual analysis to machine learning (ML)-driven methodologies, fundamentally transforming its role in criminal investigations. This narrative review clarifies three core objectives: (1) tracing the field’s historical trajectory from early manual techniques to computational innovations, (2) systematically comparing the accuracy, efficiency, and reliability of manual versus ML-based approaches, and (3) identifying persistent challenges in ML integration, including algorithmic bias and legal admissibility. By synthesizing 77 studies, the analysis reveals that ML algorithms—notably deep learning and computational stylometry—outperform manual methods in processing large datasets rapidly and identifying subtle linguistic patterns (e.g., authorship attribution accuracy increased by 34 % in ML models). However, manual analysis retains superiority in interpreting cultural nuances and contextual subtleties, underscoring the need for hybrid frameworks that merge human expertise with computational scalability. The study’s novel contribution lies in its empirical demonstration of ML’s transformative potential while critiquing overreliance on automated systems without ethical safeguards. Key challenges, such as biased training data and opaque algorithmic decision-making, highlight unresolved barriers to courtroom admissibility. The review concludes by advocating for standardized validation protocols and interdisciplinary collaboration to advance forensic linguistics into an era of ethically grounded, AI-augmented justice. This dual emphasis on technological innovation and critical oversight positions the field to address evolving demands for precision and interpretability in legal evidence analysis. By addressing these issues, the field is well-positioned to advance as an indispensable and ethically grounded tool in pursuing justice.
法律语言学已经从人工文本分析发展到机器学习(ML)驱动的方法,从根本上改变了它在刑事调查中的作用。本文阐述了三个核心目标:(1)追溯该领域从早期手工技术到计算创新的历史轨迹;(2)系统地比较手工与基于ML的方法的准确性、效率和可靠性;(3)确定ML集成中持续存在的挑战,包括算法偏见和法律可接受性。通过综合77项研究,分析表明ML算法-特别是深度学习和计算文体学-在快速处理大型数据集和识别微妙的语言模式方面优于手动方法(例如,作者归属准确性在ML模型中提高了34% %)。然而,手工分析在解释文化的细微差别和上下文的细微差别方面保持着优势,强调了将人类专业知识与计算可伸缩性相结合的混合框架的需求。这项研究的新颖贡献在于,它以实证的方式展示了机器学习的变革潜力,同时批评了对没有道德保障的自动化系统的过度依赖。关键的挑战,如有偏见的训练数据和不透明的算法决策,突出了法庭可采性尚未解决的障碍。最后,该综述倡导标准化的验证协议和跨学科合作,以推动司法语言学进入一个基于道德的、人工智能增强的司法时代。这种对技术创新和关键监督的双重强调使该领域能够解决法律证据分析中对准确性和可解释性的不断变化的需求。通过解决这些问题,司法领域将在追求正义的过程中成为不可或缺的、有道德基础的工具。
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引用次数: 0
Synthetic illicit opioids in Brazil: Nitazenes arrival 巴西的非法阿片合成物:硝基苯类抵达
Q3 Medicine Pub Date : 2024-12-01 Epub Date: 2024-06-17 DOI: 10.1016/j.fsir.2024.100375
Karen Rafaela Gonçalves de Araújo , André Luis Fabris , Luiz Ferreira Neves Junior , Alexandre Learth Soares , Jose Luiz Costa , Mauricio Yonamine

Purpose

While illicit opioids have not been historically significant in Brazil, these numbers have increased in the last few years. This change in the drug scenario is mainly associated with synthetic opioids, a class of new psychoactive substances (NPS). In this context, the present article describes detailed information about the recent cases of synthetic opioids seized in Brazil, especially the nitazenes group.

Methods

All the analyses were carried out by the Superintendence of the Technical-Scientific Police - Narcotics Control Center (STSP-NCC) in São Paulo, between July 2022 and April 2023. The synthetic opioids were mainly found in herbal fragments.

Results

Nitazenes, were the most frequent drugs detected in the seizures that took place in the State of São Paulo. There was a total of 140 cases of opioids seizures and 95 % out of those belonging to the nitazene group, while only 5 % consisted of other opioids (morphine and fentanyl). Nitazenes were found 28.6 % isolated and 71.4 % mixed with other active compounds, being MDMB-4en-PINACA the most prevalent (30 % of the samples). Non-nitazenes were found 27.1 % mixed and 72.9 % isolated. Nitazenes and non-nitazene opioids were not found in association in any sample.

Conclusion

This is the first consistent report of nitazene opioids apprehensions in Brazil. Also, as far as we know, it is the first report in which nitazenes were detected in the form of herbal fragments. The effect of smoking a potent opioid together with synthetic cannabinoids is unpredictable and most users cannot be aware of what they are using.

目的虽然非法阿片类药物在巴西历来并不常见,但在过去几年中数量有所增加。毒品形势的这种变化主要与合成类阿片(一类新的精神活性物质)有关。在此背景下,本文详细介绍了近期在巴西缉获的合成类阿片,特别是硝基苯类阿片的情况。方法2022 年 7 月至 2023 年 4 月期间,圣保罗技术科学警察监管局-麻醉品管制中心(STSP-NCC)进行了所有分析。结果在圣保罗州查获的毒品中,最常见的是硝氮类药物。共查获 140 例阿片类药物,其中 95% 属于硝氮类,只有 5% 属于其他阿片类药物(吗啡和芬太尼)。发现 28.6%的硝氮类药物是单独存在的,71.4%与其他活性化合物混合,其中以 MDMB-4en-PINACA 最为普遍(占样本的 30%)。非硝基苯类化合物的混合比例为 27.1%,分离比例为 72.9%。在任何样本中都没有发现硝氮类和非硝氮类阿片。此外,据我们所知,这也是第一份以草药碎片形式检测到硝氮类药物的报告。吸食强效类阿片和合成大麻素的效果是不可预测的,大多数吸食者无法意识到他们吸食的是什么。
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引用次数: 0
Geographical profiling of wood samples via ATR-FTIR spectroscopy and machine learning algorithms: Application in wood forensics 通过 ATR-FTIR 光谱和机器学习算法对木材样本进行地理剖面分析:木材取证中的应用
Q3 Medicine Pub Date : 2024-12-01 Epub Date: 2024-06-17 DOI: 10.1016/j.fsir.2024.100377
Suraj Garg, Akanksha Sharma, Vishal Sharma

Illegal activities associated with deforestation for the lumber and furniture industries pose significant threats to plant and animal biodiversity, as well as natural resources. Accurate identification of wood sources is vital, yet traditional laboratory techniques often fall short in precisely determining the chemical composition of samples for classification. This study aims to leverage ATR-FTIR spectroscopy alongside machine learning algorithms to construct a robust model for discerning the geographical origins of wood samples from India. By systematically comparing various machine learning classifiers, we address the limitations of subjective visual interpretation and evaluate their accuracy using wood spectral data. Logistic regression emerges as the most effective classifier for distinguishing Eucalyptus (75 % accuracy), Dalbergia (68 % accuracy), and Populus (81.5 % accuracy) species. Through a methodology encompassing data pre-processing, classifier selection, and performance evaluation, this research offers promising tools for combating challenges posed by illegal wood trafficking and transportation. The outcomes hold significant potential for enhancing wildlife crime prevention efforts by facilitating the tracing illicit timber sources, apprehension of perpetrators, and implementation of preventive measures.

为木材和家具行业砍伐森林的非法活动对动植物生物多样性和自然资源构成了严重威胁。准确识别木材来源至关重要,但传统的实验室技术往往无法精确确定样本的化学成分,从而无法进行分类。本研究旨在利用 ATR-FTIR 光谱和机器学习算法来构建一个强大的模型,用于辨别印度木材样本的地理来源。通过系统地比较各种机器学习分类器,我们解决了主观视觉解读的局限性,并利用木材光谱数据评估了它们的准确性。逻辑回归是区分桉树(准确率为 75%)、山茱萸(准确率为 68%)和杨树(准确率为 81.5%)树种最有效的分类器。这项研究通过数据预处理、分类器选择和性能评估等方法,为应对非法木材贩运和运输带来的挑战提供了前景广阔的工具。这些成果有助于追踪非法木材来源、逮捕犯罪者和实施预防措施,从而为加强野生动物犯罪预防工作提供了巨大的潜力。
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Forensic Science International: Reports
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