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Cognitive biases in forensic psychiatry: A scoping review 司法精神病学中的认知偏差:范围综述
IF 1.4 4区 医学 Q1 LAW Pub Date : 2025-03-05 DOI: 10.1016/j.ijlp.2025.102083
L. Buongiorno , F. Mele , G. Petroni , A. Margari , F. Carabellese , R. Catanesi , G. Mandarelli
Forensic psychiatry plays a critical role in legal contexts but is highly susceptible to cognitive biases that can undermine the accuracy and objectivity of evaluations. This scoping review, guided by the Arksey and O'Malley framework, aims to identify and analyze cognitive biases within forensic psychiatric practice across criminal, civil, and testimonial domains.
A comprehensive search across five databases yielded 7002 records, with 24 studies meeting the inclusion criteria. From these studies, ten distinct cognitive biases were identified, with the most frequently discussed being gender bias (29.2 %), allegiance bias (20.8 %), and confirmation bias (20.8 %), followed by hindsight, cultural, and emotional biases. Most studies focused on criminal settings, with only two addressing civil contexts.
Among the mitigation strategies reviewed, structured methodologies and the “considering the opposite” technique were the most positively evaluated and widely discussed approaches. Conversely, the self-awareness strategy was criticized for its limited effectiveness in reducing bias. Emerging tools, such as artificial intelligence, offer potential solutions but require robust ethical safeguards to prevent the perpetuation of systemic biases.
This scoping review provides a comprehensive overview of the current state of research on biases in forensic psychiatry, underscoring the need for further empirical studies to explore their prevalence, mechanisms, and effective mitigation strategies in greater depth.
法医精神病学在法律环境中发挥着关键作用,但极易受到认知偏见的影响,从而破坏评估的准确性和客观性。在Arksey和O'Malley框架的指导下,这一范围审查旨在识别和分析刑事、民事和证词领域法医精神病学实践中的认知偏见。在5个数据库中进行全面搜索,得到7002条记录,其中24项研究符合纳入标准。从这些研究中,确定了十种不同的认知偏见,其中最常被讨论的是性别偏见(29.2%)、忠诚偏见(20.8%)和确认偏见(20.8%),其次是后见之明、文化和情感偏见。大多数研究集中在刑事背景下,只有两项研究涉及民事背景。在审查的缓解战略中,结构化方法和“相反考虑”技术得到了最积极的评价和广泛讨论。相反,自我意识策略因其在减少偏见方面的有效性有限而受到批评。人工智能等新兴工具提供了潜在的解决方案,但需要强有力的道德保障,以防止系统性偏见的延续。本综述全面概述了法医精神病学中偏见的研究现状,强调需要进一步的实证研究,以更深入地探讨其流行、机制和有效的缓解策略。
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引用次数: 0
ADHD in adults and criminal behavior: The role of psychiatric comorbidities and clinical and sociodemographic factors in a clinical sample 成人ADHD与犯罪行为:精神合并症、临床和社会人口因素在临床样本中的作用
IF 1.4 4区 医学 Q1 LAW Pub Date : 2025-03-05 DOI: 10.1016/j.ijlp.2025.102088
Martina Nicole Modesti , Silvia Gubbini , Pietro De Rossi , Agostino Manzi , Giuseppe Nicolò , Barbara Adriani , Simone Pallottino , Giovanna Parmigiani , Antonio Del Casale , Cecilia Guariglia , Stefano Ferracuti

Introduction

ADHD is a neurodevelopmental disorder associated with functional, behavioral, and relational difficulties. Its onset is in childhood, before the age of 12, and it often persists into adulthood. This study investigates the link between ADHD in adulthood, psychiatric comorbidities, and the risk of criminal behavior, analyzing the impact of clinical and sociodemographic variables.

Methods

This cross-sectional study included a sample of 308 patients diagnosed with ADHD, treated at the ADHD Outpatient Clinic of SS Gonfalone Hospital in Monterotondo between 2019 and 2024. Diagnoses and comorbidities were assessed through structured interviews and standardized diagnostic tools (ASRS, DIVA-5). Information on legal status and types of crimes was collected through individual interviews. Statistical analysis was performed using t-tests, chi-square tests, and stepwise logistic regression models.

Results

In the sample, 8.1 % of patients with ADHD had committed crimes, with a male prevalence (92 %). Significant predictors of criminal behavior included male gender (OR = 1.899, p = 0.004) and alcohol use disorder (OR = 4.59, p = 0.002). Additionally, oppositional defiant disorder, ADHD diagnosis before the age of 18, and unemployment showed a potential association with risky criminal behavior. Lifetime prescription of antipsychotics (61.4 %) and antiepileptics (48.7 %) was more frequent among participants who committed crimes, while no significant differences were found in the use of atomoxetine and methylphenidate.

Conclusions

Adult ADHD, particularly in males, with combined presentation and in the presence of comorbidities such as oppositional defiant disorder and alcohol use disorder, is associated with an increased risk of criminal behavior. The findings highlight the need for personalized and multimodal interventions to mitigate these risks. Future studies should adopt longitudinal designs to explore causal dynamics and evaluate the effectiveness of therapeutic strategies in forensic contexts.
adhd是一种与功能、行为和关系困难相关的神经发育障碍。它的发病是在儿童时期,在12岁之前,并且经常持续到成年。本研究调查了成年期ADHD、精神合并症和犯罪行为风险之间的联系,分析了临床和社会人口学变量的影响。方法:本横断面研究包括2019年至2024年间在蒙特罗通多SS Gonfalone医院ADHD门诊接受治疗的308例ADHD患者样本。通过结构化访谈和标准化诊断工具(ASRS, DIVA-5)评估诊断和合并症。通过个别面谈收集了有关法律地位和罪行类型的资料。采用t检验、卡方检验和逐步logistic回归模型进行统计分析。结果8.1%的ADHD患者有过犯罪行为,其中男性占92%。犯罪行为的显著预测因子包括男性性别(OR = 1.899, p = 0.004)和酒精使用障碍(OR = 4.59, p = 0.002)。此外,18岁前的对立违抗性障碍、ADHD诊断和失业显示出与危险犯罪行为的潜在关联。终身服用抗精神病药物(61.4%)和抗癫痫药物(48.7%)的比例在犯罪参与者中更为常见,而使用阿托莫西汀和哌醋甲酯的比例无显著差异。结论:成人ADHD,特别是男性,合并表现并伴有对立违抗性障碍和酒精使用障碍等合并症,与犯罪行为风险增加有关。研究结果强调需要个性化和多模式干预措施来减轻这些风险。未来的研究应该采用纵向设计来探索因果动态和评估在法医环境下治疗策略的有效性。
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引用次数: 0
Effects of psychological torture and cybertorture with emerging digital technologies under anti-torture legal obligations in China: A mixed methods research in risks and remedies 中国反酷刑法律义务下新兴数字技术对心理酷刑和网络酷刑的影响:风险与救济的混合方法研究
IF 1.4 4区 医学 Q1 LAW Pub Date : 2025-03-03 DOI: 10.1016/j.ijlp.2025.102081
Mingming Hai
International norms and domestic law-making and decision-making often underestimate the effects of psychological torture and the challenges posed by digital technologies like artificial intelligence, neurotechnology, and cybertechnology, such as cybertorture, used in interrogation techniques. This article focuses on how anti-torture legal measures, both in the international context and in their domestic implementation in China, respond to the contemporary challenges in the prevailing legal framework posed by the emergence of digital technologies and the effects of psychological torture. These challenges need to be considered from medico-legal perspectives in risk evaluation and remedies for the intertwined concept of neurorights and cybertorture and the effects of psychological torture, as well as introducing the argument that neurorights as an integral concept of human rights should be placed in the architecture of the human rights legal framework regarding cybertorture as a theoretical basis for legal reasoning in specific cases. This article aims to examine these challenges in the evolutionary interpretation of existing international conventions to combat torture by examining the changing trends in the interpretation of these instruments and the role played by soft law in them. It also examines how China, as a Convention's State party, provides judicial remedies for individual claims by psychological torture victims. It highlights that vagueness in the definition of concepts and the high threshold for the effects of psychological torture increase the risk of the victim suffering and act as a barrier to grant redress within medico-legal support. Using a mixed research method, it first analyzes two types of cause-of-action cases study regarding psychological torture of state compensation and involuntary admission procedures in Mental health Law. Quantitative analysis was also used to support the soundness of the exploratory conclusions drawn by the case study section. The empirical findings suggest that certain significant risk factors in China's law-making and judicial decision-making affect the fairness and availability of judicial remedies for individual claims.
国际规范和国内立法和决策往往低估了心理酷刑的影响,以及人工智能、神经技术和网络技术(如在审讯技巧中使用的网络酷刑)等数字技术带来的挑战。本文重点关注反酷刑法律措施在国际背景下及其在中国国内的实施如何应对数字技术的出现和心理酷刑的影响所带来的当代主流法律框架的挑战。在风险评估和补救神经权利与网络酷刑以及心理酷刑的影响交织在一起的概念时,需要从医学-法律角度考虑这些挑战,并提出这样的论点,即神经权利作为人权的一个整体概念,应纳入人权法律框架的架构,将网络酷刑作为具体案件中法律推理的理论基础。本文旨在通过研究对这些文书的解释的变化趋势以及软法在其中所起的作用,来研究在对现有的打击酷刑国际公约的演变解释中所面临的挑战。报告还审查了中国作为《公约》缔约国如何为心理酷刑受害者的个人申诉提供司法补救。它强调,概念定义的模糊和心理酷刑影响的高门槛增加了受害者遭受痛苦的风险,并成为在医疗法律支助范围内给予补救的障碍。采用混合研究方法,首先分析了两类诉因案例研究,涉及精神卫生法中国家赔偿的心理酷刑和非自愿收容程序。定量分析也用于支持案例研究部分得出的探索性结论的合理性。实证结果表明,中国立法和司法决策中的某些显著风险因素影响了个人索赔司法救济的公正性和可得性。
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引用次数: 0
Updating Winterwerp with Rooman to add a requirement for ‘Real therapeutic measures’ to legal criteria for admission without consent in psychiatry 用Rooman更新Winterwerp,将“真正的治疗措施”的要求添加到精神病学未经同意入院的法律标准中
IF 1.4 4区 医学 Q1 LAW Pub Date : 2025-02-28 DOI: 10.1016/j.ijlp.2025.102087
Brendan D. Kelly
Admission without consent and treatment without consent are topics of prolonged discussion throughout the history of psychiatry. These practices raise significant issues pertaining to human rights to liberty, bodily integrity, and treatment. Balancing rights is always challenging, especially when people lack decision-making capacity owing to the impact of mental illness. In 1979, the European Court of Human Rights outlined criteria required to justify lawful admission without consent owing to mental disorder in Winterwerp v. the Netherlands. These criteria were: (a) a competent national authority needs to demonstrate the existence of a true mental disorder based on objective medical expertise; (b) the extent of the mental disorder needs to warrant compulsory confinement, and (c) continued detention needs to be validated by the persistence of the disorder. Since then, the Court has delivered multiple judgements relating to psychiatric committal and detention in various facilities, but the most significant potential addition to the Winterwerp criteria occurred in 2019, in Rooman v. Belgium. In this case, the Court stated, “that there exists a close link between the ‘lawfulness’ of the detention of persons suffering from mental disorders and the appropriateness of the treatment provided for their mental condition”. The Court stressed ‘that, irrespective of the facility in which those persons are placed, they are entitled to be provided with a suitable medical environment accompanied by real therapeutic measures’. On this basis, this paper proposes adding a fourth requirement to the Winterwerp criteria to justify lawful admission without consent owing to mental disorder: ‘(d) real therapeutic measures must be provided’. The absence of ‘real therapeutic measures’ should undermine the legal basis of admission without consent on the basis of mental disorder. This would mean that there could be no involuntary admission owing to mental disorder without treatment being appropriate and available. Such an addition to criteria for involuntary admission in national mental health legislation would protect, rather than erode, human rights, and would more accurately reflect the core purpose of psychiatry: the treatment of mental illness and the consequent alleviation of suffering.
未经同意的入院和未经同意的治疗是贯穿精神病学历史的长期讨论的主题。这些做法引发了与自由、身体完整和待遇等人权有关的重大问题。平衡权利总是具有挑战性的,特别是当人们由于精神疾病的影响而缺乏决策能力时。1979年,在Winterwerp诉荷兰一案中,欧洲人权法院概述了为因精神障碍而未经同意而合法入院辩护所需的标准。这些标准是:(a)国家主管当局需要根据客观的医学专门知识证明存在真正的精神障碍;(b)精神障碍的严重程度需要强制监禁,以及(c)继续拘留需要通过精神障碍的持续存在来证实。从那时起,法院就各种设施的精神病院和拘留作出了多项判决,但对Winterwerp标准最重要的潜在补充发生在2019年的Rooman诉比利时案中。在这一案件中,法院指出,“拘留精神病患者的‘合法性’与为其精神状况提供治疗的适当性之间存在着密切的联系”。法院强调,“无论这些人被安置在何种设施,他们都有权获得适当的医疗环境,并采取真正的治疗措施”。在此基础上,本文建议在Winterwerp标准中增加第四个要求,以证明因精神障碍而未经同意合法入院的正当性:“(d)必须提供真正的治疗措施”。缺乏“真正的治疗措施”应该会削弱基于精神障碍而未经同意入院的法律依据。这将意味着,在没有适当和可获得治疗的情况下,不可能出现因精神失常而非自愿入院的情况。在国家精神健康立法中增加非自愿入院标准将保护而不是侵蚀人权,并将更准确地反映精神病学的核心目的:治疗精神疾病并由此减轻痛苦。
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引用次数: 0
Large language models and psychiatry 大型语言模型和精神病学
IF 1.4 4区 医学 Q1 LAW Pub Date : 2025-02-27 DOI: 10.1016/j.ijlp.2025.102086
Graziella Orrù , Giulia Melis , Giuseppe Sartori
Integrating Generative Artificial Intelligence and Large Language Models (LLMs) such as GPT-4 is transforming clinical medicine and cognitive psychology. These models exhibit remarkable capabilities in understanding and generating human-like language, which can enhance various aspects of healthcare, including clinical decision-making and psychological counseling.
LLMs, trained on vast datasets, function by predicting the next word in a sequence, endowing them with extensive knowledge and reasoning abilities. Their adaptability allows them to perform a wide range of language-related tasks, significantly contributing to advancements in cognitive psychology and psychiatry. These models demonstrate proficiency in tasks such as analogical reasoning, metaphor comprehension, and problem-solving, often achieving performance comparable to neurotypical humans. Despite their impressive capabilities, LLMs still exhibit limitations in causal reasoning and complex planning. However, their continuous improvement, exemplified by the enhanced performance of GPT-4 over its predecessors, suggests a trajectory towards overcoming these challenges. The ongoing debate about the “intelligence” of LLMs revolves around their ability to mimic human-like reasoning and understanding, a focal point of contemporary research.
This paper explores the cognitive abilities of LLMs, comparing them with human cognitive processes and examining their performance on various psychological tests. It highlights the emergent properties of LLMs, their potential to transform cognitive psychology, and the different applications of LLMs in psychiatry, highlighting the limitations, the ethical considerations, and the importance of scaling and fine-tuning these models to enhance their capabilities. We also explore the parallels between LLMs and human error patterns, underscoring the significance of using LLMs as models for human cognition.
Overall, this paper provides substantial evidence supporting the role of LLMs in reviving associationism as a viable framework for understanding human cognition while acknowledging the current limitations and the need for further research to fully realize their potential.
集成生成式人工智能和大语言模型(LLMs),如GPT-4正在改变临床医学和认知心理学。这些模型在理解和生成类似人类的语言方面表现出非凡的能力,可以增强医疗保健的各个方面,包括临床决策和心理咨询。法学硕士在庞大的数据集上训练,通过预测序列中的下一个单词来发挥作用,赋予他们广泛的知识和推理能力。他们的适应性使他们能够执行广泛的与语言相关的任务,对认知心理学和精神病学的进步做出了重大贡献。这些模型显示出在类比推理、隐喻理解和问题解决等任务上的熟练程度,通常达到与神经正常的人类相当的表现。尽管llm具有令人印象深刻的能力,但在因果推理和复杂规划方面仍然表现出局限性。然而,他们的持续改进,以GPT-4比其前身增强的性能为例,表明了克服这些挑战的轨迹。关于法学硕士“智力”的持续争论围绕着他们模仿人类推理和理解的能力,这是当代研究的焦点。本文探讨了法学硕士的认知能力,将其与人类的认知过程进行了比较,并考察了他们在各种心理测试中的表现。它强调了法学硕士的新兴特性,它们改变认知心理学的潜力,以及法学硕士在精神病学中的不同应用,强调了局限性,伦理考虑,以及扩展和微调这些模型以增强其能力的重要性。我们还探讨了法学硕士和人类错误模式之间的相似之处,强调了使用法学硕士作为人类认知模型的重要性。总体而言,本文提供了大量证据,支持法学硕士在恢复联想主义作为理解人类认知的可行框架方面的作用,同时承认当前的局限性和进一步研究以充分发挥其潜力的必要性。
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引用次数: 0
An updated systematic review of the literature on fetal alcohol spectrum disorder and the criminal legal system 胎儿酒精谱系障碍和刑事法律制度的最新文献系统综述
IF 1.4 4区 医学 Q1 LAW Pub Date : 2025-02-21 DOI: 10.1016/j.ijlp.2025.102073
Katherine Flannigan , Jessica W. Pun , Pamela Buttinger , Kaitlyn McLachlan , Kathleen Holmstrom , Melissa Tremblay , Mansfield Mela , Jacqueline Pei
People with fetal alcohol spectrum disorder (FASD) can experience a range of individual, social, and systemic challenges that may increase the likelihood of life adversity, including contact with the criminal legal system (CLS). The purpose of this article was to update a 2018 systematic review of literature on this intersection of FASD and the CLS. We searched ten academic databases for studies with people with FASD involved in the CLS, as well as caregivers and service providers who support them. A total of 54 studies were identified, published between April 2017 and March 2024, which is more than double what was present in 2018. Most of this research was conducted in Canada and Australia with individuals with FASD across the lifespan. These studies indicate growth in the literature on FASD prevalence in CLS settings (n = 3), CLS-related trajectories for people with FASD (n = 15), the needs and strengths of people with FASD involved in the CLS (n = 9), FASD-informed CLS responses (n = 17), and CLS professional knowledge, attitudes, and practices related to FASD (n = 10). Despite these advancements, there remain limitations in the evidence base such as a lack of specific and rigorous intervention studies; longitudinal research on outcomes and trajectories; generalizable prevalence estimates; the unique ways in which needs, risk, and protective factors may be experienced by people with FASD; how socio-cultural factors impact people with FASD and the research conducted in this area; as well as training opportunities for professionals supporting those with FASD in the CLS. These findings are integrated with results reported in the 2018 review to identify priority areas for future research.
患有胎儿酒精谱系障碍(FASD)的人可能会经历一系列个人、社会和系统挑战,这些挑战可能会增加生活逆境的可能性,包括与刑事法律系统(CLS)的接触。本文的目的是更新2018年关于FASD和CLS交叉的文献系统综述。我们搜索了10个学术数据库,寻找涉及CLS的FASD患者以及支持他们的护理人员和服务提供者的研究。2017年4月至2024年3月期间共发表了54项研究,是2018年的两倍多。大多数研究是在加拿大和澳大利亚进行的,研究对象是患有FASD的个体。这些研究表明,有关FASD在CLS环境中的患病率(n = 3)、FASD患者与CLS相关的轨迹(n = 15)、FASD患者参与CLS的需求和优势(n = 9)、FASD知情的CLS反应(n = 17)以及与FASD相关的CLS专业知识、态度和实践(n = 10)的文献有所增加。尽管取得了这些进展,但证据基础仍然存在局限性,例如缺乏具体和严格的干预研究;结果和轨迹的纵向研究;可推广的患病率估计;FASD患者可能经历的需求、风险和保护因素的独特方式;社会文化因素如何影响FASD患者以及在该领域进行的研究;以及为专业人士提供培训机会,以支援区内患有FASD的人士。这些发现与2018年审查报告的结果相结合,以确定未来研究的优先领域。
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引用次数: 0
Stakeholder experiences with compulsory treatment at home: A focus-group study 家庭强制治疗的利益相关者经验:焦点小组研究
IF 1.4 4区 医学 Q1 LAW Pub Date : 2025-02-20 DOI: 10.1016/j.ijlp.2025.102072
D.A. de Waardt , C.L. Mulder , G.A.M. Widdershoven

Background

Since 2020, Dutch mental health legislation has provided scope for compulsory treatment at home (CTH). Unlike compulsory community treatment (CCT), CTH allows for the use of compulsion in a patient's home, and thus not only in hospital.

Aim

To examine several stakeholders' experiences and views regarding CTH and its implementation.

Methods

Four focus-groups were performed: one with patients, one with significant others, one with psychiatrists, and one with a mixed group of stakeholders. The transcripts were analyzed thematically.

Results

We identified three themes and 16 subthemes. The first theme concerned the potential benefits of CTH, one of which was avoiding admission to hospital. The second theme focused on preconditions for the delivery of CTH, mainly on communication between mental health workers, patients, and significant others; and the importance of a dialogue well in advance of any compulsory care. With regard to the third theme, considerations regarding the delivery of CTH, all stakeholder groups believed that CTH would be most suitable for patients who had a longer history with their treatment team: between them, they would be able to draw up a plan for compulsory care.

Conclusion

Stakeholders felt that CTH can work for patients with a longer treatment history whose home situation allows for treatment at home. They regard an advance dialogue and jointly drawing up a crisis plan as important preconditions. Overall, CTH can be regarded as an extra option for enabling an individually tailored approach.
自2020年以来,荷兰精神卫生立法为强制在家治疗(CTH)提供了范围。与强制社区治疗(CCT)不同,CTH允许在患者家中强制使用,因此不仅仅是在医院。目的探讨几个利益相关方在CTH及其实施方面的经验和观点。方法进行了四个焦点小组:一个是患者小组,一个是重要他人小组,一个是精神科医生小组,一个是利益相关者混合小组。对抄本进行了主题分析。结果我们确定了3个主题和16个子主题。第一个主题是关于CTH的潜在益处,其中之一是避免住院。第二个主题侧重于提供CTH的先决条件,主要是精神卫生工作者、患者和重要他人之间的沟通;以及在任何强制医疗之前进行对话的重要性。关于第三个主题,关于提供CTH的考虑,所有利益相关者团体都认为CTH最适合与治疗团队有较长历史的患者:他们之间可以制定强制医疗计划。结论利益相关者认为CTH可用于治疗史较长且家庭情况允许在家治疗的患者。双方把提前对话和共同制定危机预案作为重要前提。总的来说,CTH可以被视为一种额外的选择,以实现个性化定制的方法。
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引用次数: 0
Injury degree appraisal of large language model based on retrieval-augmented generation and deep learning 基于检索增强生成和深度学习的大型语言模型损伤程度评价
IF 1.4 4区 医学 Q1 LAW Pub Date : 2025-02-18 DOI: 10.1016/j.ijlp.2025.102070
Fan Zhang , Yifang Luo , Zihuan Gao , Aihua Han
Large Language Models (LLMs) have shown impressive performance in various natural language processing tasks. However, their application in specialized domains like forensic injury appraisal remains challenging due to the lack of domain-specific knowledge and the need for accurate retrieval of relevant information. This study proposes a novel approach that combines Retrieval-Augmented Generation (RAG) with graph-based knowledge bases and deep learning to enable LLMs to conduct injury appraisals based on China’s Standards for Assessing the Extent of Bodily Injuries (SAEBI). We create a dataset of 26,199 real-world injury appraisal cases and develop a RoBERTa-CNN model for accurate classification of injury locations and severity levels. By integrating this model with a graph-based knowledge base, our RAG strategy significantly improves the performance of nine state-of-the-art LLMs in injury appraisal tasks, with accuracy gains ranging from 21 to 59 percentage points compared to traditional retrieval methods. The additional experiments on crime classification also show that our method has good transferability in different domains. Our approach showcases the potential of combining domain-specific knowledge, advanced retrieval techniques, and deep learning to enhance the performance of LLMs in specialized domains like forensic injury appraisal.
大型语言模型(llm)在各种自然语言处理任务中表现出令人印象深刻的性能。然而,由于缺乏特定领域的知识和需要准确检索相关信息,它们在法医伤害鉴定等专业领域的应用仍然具有挑战性。本研究提出了一种新的方法,将检索增强生成(RAG)与基于图形的知识库和深度学习相结合,使法学硕士能够根据中国身体伤害程度评估标准(SAEBI)进行伤害评估。我们创建了一个包含26199个真实世界损伤评估案例的数据集,并开发了一个RoBERTa-CNN模型,用于准确分类损伤位置和严重程度。通过将该模型与基于图的知识库相结合,我们的RAG策略显著提高了9个最先进的llm在损伤评估任务中的表现,与传统的检索方法相比,准确率提高了21到59个百分点。另外的犯罪分类实验也表明,该方法在不同领域具有良好的可移植性。我们的方法展示了结合领域特定知识、高级检索技术和深度学习的潜力,以提高法学硕士在法医伤害鉴定等专业领域的表现。
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引用次数: 0
Overview of forensic outpatients on the medical treatment and supervision act in Japan 日本《法医门诊病人医疗监护法》概述
IF 1.4 4区 医学 Q1 LAW Pub Date : 2025-02-18 DOI: 10.1016/j.ijlp.2025.102074
Kumiko Ando , Kanako Nakazawa , Shota Matsunaga , Takayuki Okada
In Japan, the Medical Treatment and Supervision Act (MTSA) has been in effect since 2005, and a support system has been established for those found not guilty by reason of insanity (NGRIs). Under this law, the reintegration of the subjects into society is underway. This paper summarizes the status of forensic outpatients during the seven years after its enactment. Information on forensic outpatients was obtained from 224 designated outpatient medical institutions under the law between 2005 and 2011, the period after the law's implementation. Information on demographic factors, psychiatric status, forensic background, clinical treatment history, and social service utilization was collected. Among the 690 outpatients, the most common diagnosis was F2 (Schizophrenia) (76.4 %), and the most common criminal offense was homicide/attempted homicide (28.8 %). Among the outpatients, 46.2 % developed problematic behavior during treatment, and suicidal behavior was observed in 6.0 % of the patients. Since problematic behaviors during treatment, including suicidal behavior, have been observed, it is necessary to expand support, including the development of proper relationships with patients and the early stages of treatment to promote the integration of forensic patients into society.
日本从2005年开始实施《医疗监督法》(MTSA),为精神错乱无罪者(NGRIs)设立了支援制度。根据这项法律,主体重新融入社会的工作正在进行中。本文总结了该法颁布七年来法医门诊的现状。在该法实施后的2005年至2011年期间,根据该法从224家指定门诊医疗机构获得了法医门诊病人的信息。收集了人口统计因素、精神状况、法医背景、临床治疗史和社会服务利用情况等信息。在690名门诊患者中,最常见的诊断是F2(精神分裂症)(76.4%),最常见的犯罪是杀人/杀人未遂(28.8%)。在门诊患者中,46.2%的患者在治疗期间出现问题行为,6.0%的患者有自杀行为。由于在治疗过程中已经观察到包括自杀行为在内的问题行为,因此有必要扩大支持,包括与患者建立适当的关系以及在治疗的早期阶段促进法医患者融入社会。
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引用次数: 0
Artificial intelligence in insanity evaluation. Potential opportunities and current challenges 人工智能在精神错乱评估中的应用。潜在的机会和当前的挑战
IF 1.4 4区 医学 Q1 LAW Pub Date : 2025-02-17 DOI: 10.1016/j.ijlp.2025.102082
Cristina Scarpazza , Andrea Zangrossi
The formulation of a scientific opinion on whether the individual who committed a crime should be held responsible for his/her actions or should be considered not responsible by reason of insanity is very difficult. Indeed, forensic psychopathological decision on insanity is highly prone to errors and is affected by human cognitive biases, resulting in low inter-rater reliability. In this context, artificial intelligence can be extremely useful to improve the inter-subjectivity of insanity evaluation. In this paper, we discuss the possible applications of artificial intelligence in this field as well as the challenges and pitfalls that hamper the effective implementation of AI in insanity evaluation. In particular, thus far, it is possible to apply only supervised algorithms without knowing which is the ground truth and which data should be used to train and test the algorithms. In addition, it is not known which percentage of accuracy of the algorithms is sufficient to support partial or total insanity, nor which are the boundaries between sanity and partial or total insanity. Finally, ethical aspects have not been sufficiently investigated. We conclude that these pitfalls should be resolved before AI can be safely and reliably applied in criminal trials.
对于犯罪的个人是否应该对他/她的行为负责,或者是否应该因精神错乱而被认为不负责任,提出科学的意见是非常困难的。事实上,法医精神病理学对精神错乱的判断很容易出错,并且受到人类认知偏见的影响,导致评估者之间的可靠性很低。在这种情况下,人工智能可以非常有用地改善精神错乱评估的主体间性。在本文中,我们讨论了人工智能在这一领域的可能应用,以及阻碍人工智能在精神错乱评估中有效实施的挑战和陷阱。特别是,到目前为止,有可能只应用监督算法,而不知道哪些是基本事实,哪些数据应该用于训练和测试算法。此外,不知道算法的准确度百分比足以支持部分或完全精神错乱,也不知道理智和部分或完全精神错乱之间的界限。最后,伦理方面还没有得到充分的调查。我们的结论是,在人工智能可以安全可靠地应用于刑事审判之前,应该解决这些陷阱。
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International Journal of Law and Psychiatry
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