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Understanding sexual homicide in Korea using machine learning algorithms 利用机器学习算法了解韩国的性凶杀案。
IF 1 3区 社会学 Q2 LAW Pub Date : 2024-06-10 DOI: 10.1002/bsl.2676
Hyeokjun Kwon, Sanggyung Lee, Hana Georgoulis, Eric Beauregard, Jonghan Sea

The current study was conducted to confirm the characteristics in sexual homicide and to explore variables that effectively differentiate sexual homicide and nonsexual homicide. Further, newer methods that have received attention in criminology, such as the machine learning method, were used to explore the ideal algorithm for classifying sexual homicide and patterns for sexual homicide in Korea. To do this, 542 homicide cases were analyzed utilizing eight algorithms, and the classification performance of each algorithm was analyzed along with the importance of variables. The results of the analysis revealed that the Naive Bayes, K-Nearest Neighbors, and RF algorithms demonstrate good classification accuracy, and generally, factors such as relationships, marriage, planning, personal weapons, and overkill were identified as crucial variables that distinguish sexual homicide in Korea. In addition, the crime scene information of the crime occurring in the dark (at night) and body disposal were found to have high importance. The current study proposes ways to enhance the efficacy of crime investigation and advance the research on sexual homicides in Korea through a more scientific understanding of sexual homicide that has not been thoroughly explored domestically.

本研究旨在确认性杀人案件的特征,并探索有效区分性杀人案件和非性杀人案件的变量。此外,本研究还采用了在犯罪学领域备受关注的新方法,如机器学习法,来探索韩国性杀人案件的理想分类算法和性杀人案件的模式。为此,利用八种算法对 542 起杀人案件进行了分析,并对每种算法的分类性能以及变量的重要性进行了分析。分析结果表明,Naive Bayes、K-Nearest Neighbors 和 RF 算法显示出良好的分类准确性,一般而言,关系、婚姻、计划、个人武器和过度杀戮等因素被认为是区分韩国性杀人案件的关键变量。此外,在黑暗中(夜间)发生的犯罪和尸体处理等犯罪现场信息也非常重要。本研究提出了提高犯罪调查效率的方法,并通过对国内尚未深入探讨的性凶杀案进行更科学的理解,推进韩国性凶杀案的研究。
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引用次数: 0
Identifying victim types in sexual homicide: A latent class analysis using interactional victimology theories 识别性凶杀案中的受害者类型:利用互动受害者学理论进行潜类分析。
IF 1 3区 社会学 Q2 LAW Pub Date : 2024-06-08 DOI: 10.1002/bsl.2678
Hana Georgoulis, Eric Beauregard, Julien Chopin

Sexual homicide (SH) research has focused on those who commit these crimes and the crimes themselves. This leaves the victim, an equally crucial piece to the puzzle, left as a sort of afterthought, despite the valuable insight that victimology provides to the crime. For the current study, victim information related to their routine activities and lifestyles was taken from an international database containing 662 solved cases of SH. Nine victim variables were used in a latent class analysis to find hidden subgroups within the victim population. Three classes were identified—low-risk, homebody, and overt risk victims—which suggests that SH victimization varies depending on the victim lifestyles and routine activities. These groups were externally validated by examining their association with different phases of the crime commission process. Some sexual homicide offenders may be more drawn to a victim because they present as vulnerable and opportunistic, while others might be methodically targeted. The theoretical relevance of this typology, along with investigative and prevention strategies, is discussed.

性杀人案件(SH)的研究主要集中在犯罪者和犯罪本身。尽管受害者研究为犯罪提供了宝贵的洞察力,但作为谜题中同样重要的一环,受害者研究却被抛在了脑后。在本次研究中,受害者的日常活动和生活方式相关信息来自一个包含 662 起 SH 类破案的国际数据库。九个受害者变量被用于潜类分析,以发现受害者人群中隐藏的亚群。结果发现了三个类别--低风险受害者、宅男和高风险受害者,这表明SH受害情况因受害者的生活方式和日常活动而异。通过研究这些群体与犯罪委托过程不同阶段的关联,对这些群体进行了外部验证。一些性杀人罪犯可能更容易被受害人吸引,因为他们表现得易受伤害和投机取巧,而另一些则可能是有条不紊的目标。本文讨论了这一类型学的理论意义以及调查和预防策略。
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引用次数: 0
Cyberbullying victimization and perpetration: The influence on cyberostracism and youth anxiety 网络欺凌的受害和实施:对网络种族主义和青少年焦虑的影响。
IF 1 3区 社会学 Q2 LAW Pub Date : 2024-06-05 DOI: 10.1002/bsl.2675
Zhiyou Wang, Lin Cheng, Zhe Xie, Chaoxin Jiang

Cyberbullying is considered a major threat to adolescent anxiety. In this study, we aim to explore the simultaneous effects of cyberbullying victimization and perpetration on youth anxiety. Building on the childhood adversity model and the vulnerability-stress model, we test the model wherein cyberbullying exposure is linked with cyberostracism, which in turn is expected to be associated with an increase in anxiety. We collected data from 1115 Chinese youth aged 11–19 years based on the stratified random sampling method. Structure equation modelling was conducted in Amos 26.0 to examine the proposed theoretical model. The findings suggested that compared with cyberbullying perpetration, the experience of cyberbullying victimization led to a significantly higher risk of youth anxiety. Multiple mediation analyses revealed that the three dimensions of cyberostracism, namely cyber direct excluded, cyber indirect excluded and cyber ignored, mediated the association of cyberbullying victimization and perpetration with youth anxiety. These results indicate that cyberostracism could be a risk factor for youth anxiety, thus providing new direction regarding intervention programs to reduce anxiety symptoms in adolescents.

网络欺凌被认为是青少年焦虑的主要威胁。在本研究中,我们旨在探讨网络欺凌的受害和实施对青少年焦虑的同时影响。在童年逆境模型和脆弱性-压力模型的基础上,我们检验了网络欺凌与网络戾气相关的模型,而网络戾气又与焦虑增加相关。我们采用分层随机抽样法收集了 1115 名 11-19 岁中国青少年的数据。我们使用 Amos 26.0 进行了结构方程建模,以检验所提出的理论模型。研究结果表明,与网络欺凌行为相比,网络欺凌受害经历导致青少年焦虑的风险明显更高。多重中介分析表明,网络直接排斥、网络间接排斥和网络被忽视这三个维度的网络racracism中介了网络欺凌受害和实施与青少年焦虑之间的关联。这些结果表明,网络诽谤可能是导致青少年焦虑的一个风险因素,从而为减少青少年焦虑症状的干预计划提供了新的方向。
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引用次数: 0
Comparing child and adult sexual homicides in Australia and New Zealand: A retrospective study 比较澳大利亚和新西兰的儿童和成人性犯罪:一项回顾性研究。
IF 1 3区 社会学 Q2 LAW Pub Date : 2024-05-27 DOI: 10.1002/bsl.2665
Sophia Ricono-Kaufhold, Marie Czarnietzki, Rajan Darjee, Nathan Brooks, Aleshia Nanev, Michael R. Davis

The present study examined distinctions between child (n = 30) and adult (n = 212) sexual homicide offenders (SHOs) in Australia and New Zealand, contributing to the limited international research on the subject. Data, primarily sourced from judges' sentencing comments on AustLII and New Zealand Legal Information Institute, revealed significant differences. Child SHOs displayed elevated rates of pedophilia, sexual deviance, and adverse childhood experiences, including sexual abuse. They were more likely to be married, cohabitate, and target familial victims. Their crimes were more often committed during daylight and outdoors, involving tactics such as victim conning, restraints, strangulation, and hiding victim's bodies. No significant group differences emerged regarding offenders' psychopathy or sexual sadism scores. Results were interpreted in line with child SHOs' deviant sexual preferences and the routine activity theory. The study, as the first investigating child sexual homicides in Australia and New Zealand, sets the foundation for an evidence-based approach to policy and practice.

本研究考察了澳大利亚和新西兰儿童(n = 30)和成人(n = 212)性杀人犯(SHOs)之间的区别,为有关该主题的有限国际研究做出了贡献。数据主要来源于澳大利亚法律信息研究所(AustLII)和新西兰法律信息研究所(New Zealand Legal Information Institute)的法官判决意见,这些数据揭示了显著的差异。恋童癖、性变态和不良童年经历(包括性虐待)的儿童自助者比例较高。他们更有可能已婚、同居并以家庭受害者为目标。他们更常在白天和户外作案,采用的手段包括欺骗受害者、束缚、勒死和藏匿受害者尸体。犯罪者的心理变态和性虐待狂得分没有出现明显的群体差异。研究结果符合儿童自慰者的偏差性偏好和常规活动理论。该研究是澳大利亚和新西兰对儿童性凶杀案的首次调查,为以证据为基础的政策和实践方法奠定了基础。
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引用次数: 0
The nature and extent of youth sextortion: Legal implications and directions for future research 青少年sextortion的性质和程度:法律影响和未来研究方向。
IF 1 3区 社会学 Q2 LAW Pub Date : 2024-05-22 DOI: 10.1002/bsl.2667
Justin W. Patchin, Sameer Hinduja

Sextortion, the threatened dissemination of explicit, intimate, or embarrassing images of a sexual nature without consent, is an understudied problem. Despite a recent increase in reported incidents among adolescents in the United States, little is known about the nature and extent of sextortion among this population. The current research explores sextortion behaviors among a national sample of 4972 middle and high school students (mean age = 14.5) for the purpose of illuminating how many youth are targeted, and understanding various characteristics of the incident (including who was involved, what offenders wanted, what offenders did, and who targets told). About 5% of youth reported that they were victims of sextortion, primarily by people they knew. Many of those targeted did not disclose the incident to adults. Implications for future research and the law are discussed.

未经同意威胁传播露骨、私密或令人尴尬的性爱图像的色情短讯勒索是一个未得到充分研究的问题。尽管最近美国青少年中报告的事件有所增加,但人们对这一人群中色情短讯的性质和程度却知之甚少。目前的研究探讨了全国 4972 名初高中学生(平均年龄 = 14.5 岁)的sextortion 行为,目的是揭示有多少青少年成为目标,并了解事件的各种特征(包括涉及哪些人、犯罪者想要什么、犯罪者做了什么以及目标告诉了谁)。约有 5%的青少年报告说他们是色情短信的受害者,主要是他们认识的人。许多受害者并未向成年人透露此事。本文讨论了对未来研究和法律的影响。
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引用次数: 0
Traditional social learning predicts cyber deviance? Exploring the offending versatility thesis in social learning theory 传统社会学习能否预测网络偏差?探索社会学习理论中的犯罪多面性理论。
IF 1 3区 社会学 Q2 LAW Pub Date : 2024-05-20 DOI: 10.1002/bsl.2664
You Zhou, Weidi Liu, Claire Lee, Boyang Xu, Ivan Sun

Social learning theory has been widely implemented to understand cyber deviance. Nevertheless, the antecedent scholarship homogenously nested in the perspective of offending specification, leaving the offending versatility thesis unattained. The lack of such studies may undermine the capability of comprehensively understanding the social learning patterns of online offending. Using a sample of 3741 Chinese college students, this study estimated an array of binary logistic regressions to compare the effects of traditional and online social learning in four types of online offending (online sexual harassment, cyberbullying, hacking, and digital piracy). The results suggest that offending versatility and offending specification co-exist in the social learning process of cyber deviance, while offending specification explains a marginally greater variance. Besides, online learning variables act as potential mediators in the relationships between traditional learning and cyber deviance. Furthermore, traditional social learning shows greater predictive power in cyber-enabled crimes than in cyber-dependent crimes. Our study provides fresh empirical evidence for the non-exclusive association between offending versatility and offending specification in the social learning process of cyber deviance.

社会学习理论已被广泛用于理解网络违规行为。然而,前因学术研究同质化地嵌套在违法行为规范的视角中,使得违法行为多变性的论题无法实现。此类研究的缺乏可能会削弱全面理解网络犯罪社会学习模式的能力。本研究以 3741 名中国大学生为样本,估计了一系列二元逻辑回归,比较了传统社会学习和网络社会学习对四类网络犯罪(网络性骚扰、网络欺凌、黑客攻击和数字盗版)的影响。结果表明,在网络违规行为的社会学习过程中,违规行为的多变性和违规行为的规范性是并存的,而违规行为的规范性所解释的方差略大。此外,在线学习变量是传统学习与网络偏差之间关系的潜在中介。此外,与依赖网络的犯罪相比,传统社会学习对网络犯罪的预测力更强。我们的研究提供了新的经验证据,证明在网络偏差的社会学习过程中,犯罪多变性与犯罪规格之间存在非排他性关联。
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引用次数: 0
Counting the days: Exploring the post-mortem interval factors in sexual homicides 数日子:探索性凶杀案的死后间隔因素。
IF 1 3区 社会学 Q2 LAW Pub Date : 2024-05-19 DOI: 10.1002/bsl.2666
April Miin Miin Chai, Kylie S. Reale

This study explores the offender, victim, and environmental characteristics that significantly influence the number of days a sexual homicide victim remains undiscovered. Utilizing a sample of 269 cases from the Homicide Investigation Tracking System database an in-depth analysis was conducted to unveil the factors contributing to the delay in the discovery of victims' bodies. The methodological approach involves applying a negative binomial regression analysis, which allows for the examination of count data, specifically addressing the over-dispersion and excess zeros in the dependent variable - the number of days until the victim is found. The findings reveal that certain offender characteristics, victim traits, and spatio-temporal factors play a pivotal role in the time lag experienced in locating the bodies of homicide victims. These findings have crucial implications for investigative efforts in homicide cases, offering valuable insights that can inform and enhance the efficacy and efficiency of future investigative procedures and strategies.

本研究探讨了对性杀戮受害者未被发现的天数有重大影响的罪犯、受害者和环境特征。本研究利用凶杀案调查跟踪系统数据库中的 269 个案件样本进行了深入分析,以揭示导致延迟发现受害者尸体的因素。分析方法包括应用负二项回归分析,该方法允许对计数数据进行检查,特别是解决因变量--发现受害者前的天数--中的过度分散和过多零的问题。研究结果表明,某些罪犯特征、受害者特征和时空因素在确定凶杀案受害者尸体位置的时间滞后方面起着关键作用。这些发现对凶杀案的调查工作具有重要影响,提供了宝贵的见解,可为今后的调查程序和策略提供信息并提高其效力和效率。
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引用次数: 0
How receiving welfare assistance could be linked to children's bullying victimization: Exploring the potential pathways 接受福利援助如何与儿童遭受欺凌有关:探索潜在的途径。
IF 1 3区 社会学 Q2 LAW Pub Date : 2024-05-13 DOI: 10.1002/bsl.2663
Jun Sung Hong, Mi Jin Choi, Anthony Gómez, Yolanda C. Padilla, Dorothy L. Espelage

The study proposes and tests the pathways from receiving welfare assistance to children's bullying victimization. Specifically, the study examines whether children's difficulty making friends and school disconnection mediate the association between welfare assistance receipt to children's bullying victimization. The 2019 National Survey of Children's Health dataset was used, and the sample consisted of 12,230 caregivers of adolescents, aged 12–17 years. A path model was utilized to explore the proposed pathways. Findings suggest that welfare assistance receipt was not significantly associated with children's bullying victimization. It was positively related to children's bullying victimization through the mediating roles of having difficulty making friends and school disconnection. Schools and communities need to create spaces where youth can connect with peers, which is an important part of their development.

本研究提出并检验了从接受福利援助到儿童遭受欺凌的途径。具体而言,该研究探讨了儿童交友困难和与学校脱节是否会调解接受福利援助与儿童欺凌受害之间的关联。研究使用了 2019 年全国儿童健康调查数据集,样本包括 12,230 名 12-17 岁青少年的照顾者。研究利用路径模型来探索所提出的路径。研究结果表明,接受福利援助与儿童遭受欺凌并无显著关联。通过交友困难和与学校脱节的中介作用,它与儿童的欺凌伤害行为呈正相关。学校和社区需要为青少年创造与同龄人建立联系的空间,这是青少年成长的重要组成部分。
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引用次数: 0
Superhomicide offenders: Nosology, empirical features, and linkages to sexual and multiple murder typologies 超级杀人犯:犯罪类型、经验特征以及与性谋杀和多重谋杀类型的联系
IF 1 3区 社会学 Q2 LAW Pub Date : 2024-04-28 DOI: 10.1002/bsl.2662
Matt DeLisi

The nosology for criminals who murder multiple victims is at once well-established and controversial, perhaps because theorists have largely segregated such offenders from the broader criminal population. The current study introduces the superhomicide offender, an individual convicted of at least five murders, to locate multiple homicide offenders within the criminological and epidemiological science pertaining to the most pathological offenders, and statistically place them with other conceptualizations of severe offenders at the 95th percentile of the offending distribution. Relative to other capital murderers, superhomicide offenders have lengthier criminal history, greater conviction history, and coextensive psychopathology characterized by psychopathy, sexual sadism, homicidal ideation, cluster A and B personality disorders, and major depressive disorder. Superhomicide offenders are profoundly psychopathic with 20 of the 39 offenders reaching the clinical threshold of 30 or more on the PCL-R, and 19 of the 39 are sexually sadistic. Regarding extant typologies of sexual and multiple homicide offenders, 15 are serial murderers, 17 are sexual homicide offenders, 17 are mass murderers, and 17 are spree murderers. Twenty-four of the 39 superhomicide offenders (61.5%) met criteria for multiple typologies, suggesting the new prototype can help unify the study of those who perpetrate multicide and embed them within criminological and epidemiological models that specify pathological antisocial outcomes.

对谋杀多名受害者的罪犯的命名方法既成熟又有争议,这或许是因为理论家们在很大程度上将此类罪犯与更广泛的犯罪人群隔离开来。本研究引入了超级杀人犯,即至少犯有五起谋杀罪的罪犯,目的是将多重杀人犯定位为犯罪学和流行病学科学中最病态的罪犯,并在统计学上将他们与其他概念上的严重罪犯一起置于犯罪分布的第95百分位。与其他死刑谋杀犯相比,超级杀人犯有更长的犯罪史、更多的定罪史,以及以变态心理、性虐待狂、杀人意念、A 群和 B 群人格障碍以及重度抑郁障碍为特征的共同心理病理学。超级杀人罪犯具有严重的精神变态倾向,39 名罪犯中有 20 人的 PCL-R 达到 30 分或以上的临床临界值,39 人中有 19 人具有性虐待倾向。关于性杀人犯和多重杀人犯的现有类型,15 人是连环杀人犯,17 人是性杀人犯,17 人是大规模杀人犯,17 人是疯狂杀人犯。在 39 名超级杀人犯中,有 24 名(61.5%)符合多种类型的标准,这表明新的原型有助于统一对多重杀人犯的研究,并将他们纳入犯罪学和流行病学模型中,以明确病态的反社会结果。
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引用次数: 0
Trophy, souvenir, or simple theft? Taking items from the victim in sexual homicide 战利品、纪念品,还是简单的盗窃?在性凶杀案中从受害人身上拿走物品
IF 1 3区 社会学 Q2 LAW Pub Date : 2024-04-19 DOI: 10.1002/bsl.2660
Megan Walter, Eric Beauregard, Julien Chopin

Although most people have heard the terms ‘souvenirs’, ‘trophies’, and ‘mementos’, discussed in books and movies on the true crimes of sexual murderers, limited research has delved into the phenomenon of theft in sexual homicide (SH). Using a sample of 762 SH cases coming from the Sexual Homicide International Database, the current study examines the crime-commission process of the pre-crime, crime, and post-crime phases of sexual homicide offenders (SHOs) who engaged in theft during a SH. Additionally, this study seeks to determine if a specific type of SHO engages in this behaviour over others. Results from the sequential logistic regression indicate that victims who are 16 years or older, were strangers to the SHO, and were sex workers were more likely to be victims of theft. Additionally, results indicate that the presence of sadism made it more likely the SHO would engage in theft from the victim and/or crime scene. Findings suggest there is a group of SHOs who engage in theft not for monetary purposes but due to the paraphilia of the offender. These findings can inform the police investigation of these crimes.

虽然大多数人都听说过 "纪念品"、"战利品 "和 "纪念品 "等词,这些词也曾在有关性杀人犯真实罪行的书籍和电影中讨论过,但对性杀人案(SH)中盗窃现象的研究却十分有限。本研究以国际性凶杀案数据库中的 762 起性凶杀案为样本,对在性凶杀案中实施盗窃的性凶杀罪犯(SHOs)的犯罪前、犯罪中和犯罪后阶段的犯罪委托过程进行了研究。此外,本研究还试图确定是否有特定类型的性杀人犯会比其他性杀人犯从事这种行为。序列逻辑回归的结果表明,16 岁或以上、与 SHO 不相识且为性工作者的受害者更有可能成为盗窃的受害者。此外,结果表明,虐待狂的存在使自助组织者更有可能对受害者和/或犯罪现场实施盗窃。研究结果表明,有一部分自慰者参与盗窃并非出于金钱目的,而是由于犯罪者的变态心理。这些发现可以为警方调查此类犯罪提供参考。
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引用次数: 0
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Behavioral Sciences & the Law
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