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Hallucination-Free? Assessing the Reliability of Leading AI Legal Research Tools Hallucination-Free吗?评估领先人工智能法律研究工具的可靠性
IF 1.2 2区 社会学 Q1 LAW Pub Date : 2025-04-23 DOI: 10.1111/jels.12413
Varun Magesh, Faiz Surani, Matthew Dahl, Mirac Suzgun, Christopher D. Manning, Daniel E. Ho

Legal practice has witnessed a sharp rise in products incorporating artificial intelligence (AI). Such tools are designed to assist with a wide range of core legal tasks, from search and summarization of caselaw to document drafting. However, the large language models used in these tools are prone to “hallucinate,” or make up false information, making their use risky in high-stakes domains. Recently, certain legal research providers have touted methods such as retrieval-augmented generation (RAG) as “eliminating” or “avoid[ing]” hallucinations, or guaranteeing “hallucination-free” legal citations. Because of the closed nature of these systems, systematically assessing these claims is challenging. In this article, we design and report on the first preregistered empirical evaluation of AI-driven legal research tools. We demonstrate that the providers' claims are overstated. While hallucinations are reduced relative to general-purpose chatbots (GPT-4), we find that the AI research tools made by LexisNexis (Lexis+ AI) and Thomson Reuters (Westlaw AI-Assisted Research and Ask Practical Law AI) each hallucinate between 17% and 33% of the time. We also document substantial differences between systems in responsiveness and accuracy. Our article makes four key contributions. It is the first to assess and report the performance of RAG-based proprietary legal AI tools. Second, it introduces a comprehensive, preregistered dataset for identifying and understanding vulnerabilities in these systems. Third, it proposes a clear typology for differentiating between hallucinations and accurate legal responses. Last, it provides evidence to inform the responsibilities of legal professionals in supervising and verifying AI outputs, which remains a central open question for the responsible integration of AI into law.

在法律实践中,人工智能(AI)产品急剧增加。这些工具的目的是协助广泛的核心法律任务,从案例法的搜索和摘要到文件起草。然而,这些工具中使用的大型语言模型容易产生“幻觉”,或编造虚假信息,这使得它们在高风险领域的使用存在风险。最近,一些法律研究机构将诸如检索增强生成(RAG)之类的方法吹捧为“消除”或“避免”幻觉,或保证“无幻觉”的法律引用。由于这些系统的封闭性,系统地评估这些索赔是具有挑战性的。在本文中,我们设计并报告了人工智能驱动的法律研究工具的首次预注册实证评估。我们证明供应商的说法被夸大了。虽然幻觉相对于通用聊天机器人(GPT-4)有所减少,但我们发现,LexisNexis (Lexis+ AI)和汤森路透(Westlaw AI辅助研究和Ask Practical Law AI)制造的人工智能研究工具在17%至33%的时间里都产生了幻觉。我们还记录了系统之间在响应性和准确性方面的实质性差异。我们的文章做出了四个关键贡献。它是第一个评估和报告基于rag的专有法律人工智能工具的性能的公司。其次,它引入了一个全面的、预先注册的数据集,用于识别和理解这些系统中的漏洞。第三,它提出了一个明确的类型区分幻觉和准确的法律反应。最后,它提供了证据,告知法律专业人员在监督和验证人工智能输出方面的责任,这仍然是将人工智能负责任地纳入法律的一个核心未决问题。
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引用次数: 0
Assessing the Conservative Nature of the Supreme Court of Japan via Ideal Point Estimation of Justices 从法官的理想点估计看日本大法院的保守性
IF 1.2 2区 社会学 Q1 LAW Pub Date : 2025-04-07 DOI: 10.1111/jels.12411
Hirofumi Miwa

Japan is an intriguing case in the literature of judicial independence because of the Liberal Democratic Party's (LDP) long-lasting one-party dominance in government—which, in theory, leads to low independence. Although scholars have found plentiful anecdotal observations implying the LDP's judicial control, quantitative evidence remains scarce. Focusing on the Supreme Court as the first step, this study provides a new dataset on justices' ideal points through an extensive compilation of justices' voting data and application of the dynamic item response theory model. I validate the estimates' interpretability as ideological positions. The results present several novel findings: justices with a career-judge background are relatively conservative; the Chief Justice tends to be particularly conservative; the conservative camp has tended to hold on to a court majority since the 1960s; and the government's partisanship, to some degree, influences appointed justices' positions. These results reinforce scholars' views that Japan's court leans conservatively and aligns with the LDP, with implications for judicial independence in Japan.

在司法独立的文献中,日本是一个有趣的例子,因为自由民主党(LDP)长期一党统治政府,这在理论上导致了低独立性。尽管学者们发现了大量暗示自民党司法控制的轶事观察,但定量证据仍然很少。本研究首先以最高法院为研究对象,通过对法官投票数据的广泛整理和动态项目反应理论模型的应用,提供了一个关于法官理想点的新数据集。我证实了这些估计作为意识形态立场的可解释性。研究结果提出了几个新颖的发现:具有职业法官背景的法官相对保守;首席大法官往往特别保守;自20世纪60年代以来,保守派阵营一直倾向于保持法院多数席位;在某种程度上,政府的党派关系也影响着大法官的任命。这些结果强化了学者们的观点,即日本法院倾向于保守,与自民党结盟,这对日本的司法独立有影响。
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引用次数: 0
Perception Pending: What Do Patents Signal to Consumers? 待定认知:专利向消费者发出了什么信号?
IF 1.2 2区 社会学 Q1 LAW Pub Date : 2025-04-03 DOI: 10.1111/jels.12415
Alexander Billy, Neel Sukhatme

Patent law encourages inventors to label their products as “patented,” to mark their legal status and potentially secure monetary damages from infringing competitors. We examine whether such labels might have a separate and direct impact on consumers, by affecting how they view patented products and influencing what they purchase. We develop and conduct two experiments to isolate the impact of patent status on consumer behavior. In an online randomized experiment, we demonstrate how increasing the salience of patent status heightens consumers' beliefs that products are innovative and well made. We also reveal consumers' surprisingly sophisticated understanding of the patenting process and what being patented means. Despite this informed perspective, consumers are not more inclined to buy patented products. To determine if these results hold in a real-world setting, we conduct a field experiment at a small retail pharmacy chain. Using scanner data spanning over 4 years, we find no evidence that consumers respond to increased patent salience. Our collective results suggest that while consumers view patented products as more innovative and well made, these positive attributes do not necessarily translate into heightened purchasing behavior. Our research suggests that patent marking might often serve only a legal, rather than a marketing, function. This has implications for patent policy, including the relevance of patent salience in damage analyses and litigation strategies.

专利法鼓励发明者将他们的产品标记为“专利”,以表明他们的法律地位,并可能从侵权的竞争对手那里获得金钱赔偿。我们研究这些标签是否会对消费者产生单独和直接的影响,通过影响他们如何看待专利产品和影响他们购买的东西。我们开发并进行了两个实验来分离专利状态对消费者行为的影响。在一项在线随机实验中,我们证明了提高专利地位的显著性如何增强消费者对产品创新和制作精良的信念。我们还揭示了消费者对专利程序和被专利意味着什么的深刻理解。尽管有这种知情的观点,消费者并没有更倾向于购买专利产品。为了确定这些结果是否适用于现实世界,我们在一家小型零售连锁药店进行了实地实验。使用超过4年的扫描仪数据,我们发现没有证据表明消费者会对专利显著性的增加做出反应。我们的集体结果表明,虽然消费者认为专利产品更具创新性和制作精良,但这些积极的属性并不一定转化为更高的购买行为。我们的研究表明,专利标记可能往往只起到法律作用,而不是营销作用。这对专利政策有影响,包括损害分析和诉讼策略中专利显著性的相关性。
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引用次数: 0
Correction to “Paying for Performance? Attorneys' Fees in Fraud Class Actions” 更正“按业绩付费?”欺诈集体诉讼中的律师费
IF 1.2 2区 社会学 Q1 LAW Pub Date : 2025-04-03 DOI: 10.1111/jels.12416

Choi, S. J., J. M. Erickson, and A. C. Pritchard. 2024. “Paying for Performance? Attorneys' Fees in Fraud Class Actions.” Journal of Empirical Legal Studies 21, no. 4: 899–926. https://doi.org/10.1111/jels.12402.

The title of the article should be “Paying for Performance? Attorneys' Fees in Securities Fraud Class Actions.” The word “securities” was inadvertently omitted from the title.

We apologize for this error.

崔世杰,J. M.埃里克森和A. C.普里查德。2024。“按业绩付费?”欺诈集体诉讼中的律师费。”实证法学研究,第21期。4: 899 - 926。https://doi.org/10.1111/jels.12402.The文章的标题应该是“绩效付费?”证券欺诈集体诉讼中的律师费“证券”一词被无心地从标题中省略了。我们为这个错误道歉。
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引用次数: 0
Molecular Diagnostic Patenting After Mayo v. Prometheus: An Empirical Analysis 梅奥诉普罗米修斯案后的分子诊断专利:实证分析
IF 1.2 2区 社会学 Q1 LAW Pub Date : 2025-01-14 DOI: 10.1111/jels.12409
Colleen V. Chien, Jenna Clark, Arti K. Rai

Since the United States Supreme Court's 2012 decision in Mayo v. Prometheus announced a new legal test for patent-eligible subject matter, policymakers, and scholars have vigorously debated the decision's impact on molecular diagnostics innovation. Molecular diagnostics serve as the cornerstone of personalized medicine and its promise of treatments with fewer side effects and better outcomes for patients. This article contributes to the presently thin evidence base on the impact of Mayo by using data on patent applications, examinations, and grants from 2010 to 2019 to comprehensively trace the effects of the test and subsequent related developments. Using descriptive data as well as a difference-in-difference (DID) design we evaluate the extent to which the decision was followed by one of three expected outcomes: a decline in patent quantity (“retrenchment”); increase in patent prosecution “toughness”; and applicant “adaptation” with respect to submitted claims. We find substantial support for our toughness and adaptation hypotheses, but not our retrenchment hypothesis: molecular diagnostic patenting did not decline in aggregate, though there is some evidence of a decline, relative to a control, in the number of diagnostic patent applications and grants associated with small, U.S.-based firms. These results suggest that molecular diagnostic patents are harder to get but they are still being applied for and granted, with their narrowed scope making them less likely to block follow on innovation.

自从2012年美国最高法院在梅奥诉普罗米修斯案中宣布了一项新的专利合格主题的法律测试以来,政策制定者和学者们就该决定对分子诊断创新的影响进行了激烈的辩论。分子诊断是个性化医疗的基石,它有望为患者带来更少的副作用和更好的治疗结果。本文通过使用2010年至2019年的专利申请、审查和授权数据,全面追踪Mayo的影响和随后的相关发展,为目前关于Mayo影响的证据基础做出了贡献。使用描述性数据和差异中差异(DID)设计,我们评估了决策遵循三种预期结果之一的程度:专利数量下降(“紧缩”);增加专利审查的“韧性”;以及申请人对提交的索赔要求的“适应”。我们发现了对我们的韧性和适应性假设的大量支持,而不是我们的紧缩假设:分子诊断专利申请总体上没有下降,尽管有一些证据表明,相对于对照,与小型美国公司相关的诊断专利申请和授权数量有所下降。这些结果表明,分子诊断专利更难获得,但它们仍在申请和授予,其范围缩小使它们不太可能阻碍后续创新。
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引用次数: 0
The Impact of Judicial Leadership on Consensus Formation: Evidence From the Supreme Court of Norway 司法领导对共识形成的影响:来自挪威最高法院的证据
IF 1.2 2区 社会学 Q1 LAW Pub Date : 2025-01-08 DOI: 10.1111/jels.12408
Henrik Litleré Bentsen, Jon Kåre Skiple, Mark Jonathan McKenzie, Gunnar Grendstad

Which judicial leaders are more successful in achieving consensus? This article examines the impact of the leadership of presiding justices on consensus formation on the Norwegian Supreme Court where cases are distributed randomly to two parallel decisional panels. We hypothesize that presiding justices with certain characteristics (e.g., gender and chief justice), when in charge of the decision-making process, are more willing and better able to forge consensus, which could lead to greater respect for courts and the rule of law. We account for a variety of characteristics of the justices, as well as several conditions under which the cases were decided. The results confirm that both chief justices and female justices, when operating as the presiding justice of the panel, are significantly more likely to steer the case towards a unanimous decision as compared to their fellow justices. Legal academics serving as presiding justices had no discernable impact on consensus formation. The results provide evidence outside the American context that chief justices and women justices have the ability to achieve greater consensus. As such, diversity and appointments have consequences for judicial leadership and for consensus formation on a court.

哪位司法领袖更能达成共识?在挪威最高法院,案件被随机分配到两个平行的判决小组,本文考察了主审法官的领导对共识形成的影响。我们假设,具有某些特征(例如性别和首席大法官)的首席大法官在负责决策过程时,更愿意也更有能力达成共识,这可能会导致对法院和法治的更大尊重。我们考虑了法官的各种特征,以及判决案件的几个条件。结果证实,与其他大法官相比,首席大法官和女大法官在担任小组首席大法官时,更有可能将案件引向一致裁决。担任首席大法官的法律学者对共识的形成没有明显的影响。调查结果提供了美国以外的证据,表明首席大法官和女大法官有能力达成更大的共识。因此,多样性和任命对司法领导和法院的共识形成有影响。
{"title":"The Impact of Judicial Leadership on Consensus Formation: Evidence From the Supreme Court of Norway","authors":"Henrik Litleré Bentsen,&nbsp;Jon Kåre Skiple,&nbsp;Mark Jonathan McKenzie,&nbsp;Gunnar Grendstad","doi":"10.1111/jels.12408","DOIUrl":"https://doi.org/10.1111/jels.12408","url":null,"abstract":"<p>Which judicial leaders are more successful in achieving consensus? This article examines the impact of the leadership of presiding justices on consensus formation on the Norwegian Supreme Court where cases are distributed randomly to two parallel decisional panels. We hypothesize that presiding justices with certain characteristics (e.g., gender and chief justice), when in charge of the decision-making process, are more willing and better able to forge consensus, which could lead to greater respect for courts and the rule of law. We account for a variety of characteristics of the justices, as well as several conditions under which the cases were decided. The results confirm that both chief justices and female justices, when operating as the presiding justice of the panel, are significantly more likely to steer the case towards a unanimous decision as compared to their fellow justices. Legal academics serving as presiding justices had no discernable impact on consensus formation. The results provide evidence outside the American context that chief justices and women justices have the ability to achieve greater consensus. As such, diversity and appointments have consequences for judicial leadership and for consensus formation on a court.</p>","PeriodicalId":47187,"journal":{"name":"Journal of Empirical Legal Studies","volume":"22 1","pages":"114-129"},"PeriodicalIF":1.2,"publicationDate":"2025-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/jels.12408","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143249040","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Introducing a New Corpus of Definitive M&A Agreements, 2000–2020 引入2000-2020年新的最终并购协议语料库
IF 1.2 2区 社会学 Q1 LAW Pub Date : 2024-12-29 DOI: 10.1111/jels.12410
Peter Adelson, Matthew Jennejohn, Julian Nyarko, Eric Talley

Contract design and architecture is an important topic within economics, finance, and law. However, attempts to study it are significantly constrained by the limited availability of public, high quality data. In this paper, we introduce a new corpus of 7929 Definitive Merger Agreements submitted to the SEC between 2000 and 2020 involving a transaction in excess of $100 million. Through a combination of machine learning and human evaluation, we associate these agreements with other metadata, such as deal size, industry classification, and advising law firms. In addition, we identify and make available the text of individual clauses contained in these agreements. In a final step, we provide an illustration of how these data can be used to generate novel insights into M&A contract design and drafting practices.

合同设计和架构是经济学、金融学和法学中的一个重要课题。然而,由于公共高质量数据的有限可用性,对其进行研究的尝试受到了极大的限制。在本文中,我们介绍了2000年至2020年间提交给美国证券交易委员会的7929份最终合并协议的新语料库,涉及的交易超过1亿美元。通过机器学习和人类评估的结合,我们将这些协议与其他元数据联系起来,例如交易规模、行业分类和向律师事务所提供咨询。此外,我们确定并提供这些协定中所载个别条款的案文。在最后一步,我们提供了一个例子,说明如何使用这些数据来生成M&; a合同设计和起草实践的新见解。
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引用次数: 0
Killing as Capital: Perverse Effects of Truce Negotiations on Gang Violence in El Salvador 杀戮为资本:萨尔瓦多帮派暴力停战谈判的反常影响
IF 1.2 2区 社会学 Q1 LAW Pub Date : 2024-12-26 DOI: 10.1111/jels.12407
Cree Jones, Preston Lloyd

In March 2012, the government of El Salvador brokered a truce between MS-13 and Barrio 18, the two largest and most notorious gangs in El Salvador. The truce was designed to decrease homicides in exchange for more lenient treatment of incarcerated gang leaders. Despite early, promising results, the truce was short-lived. From May 2013 to February 2015, the government walked back its concessions under the truce. Homicides increased steadily during the rescission period and exponentially in the wake of full revocation. Economic theory suggests negotiating with gangs may achieve short-term gains, but may also cause long-term losses, particularly when the government reneges: once negotiations are on the table, gangs may use killing to increase their political capital and induce the government to re-enter negotiations and make greater concessions. Using Salvadoran crime data, we deploy a difference-in-differences model to estimate the effect of the truce on homicides. We estimate the truce resulted in 1130 fewer homicides during its implementation and 551 fewer homicides during its piecemeal revocation. However, we also estimate 2250 more homicides occurred after full revocation, a perverse net effect of 569 more lives lost compared to what would have happened had the truce not been negotiated. These findings demonstrate negotiating with gangs may be an effective means to curb gang violence, but, if negotiations result in an unstable truce, they also introduce a perverse incentive structure that may result in long-term harms that exceed short-term gains.

2012年3月,萨尔瓦多政府促成了MS-13和巴里奥18这两个萨尔瓦多最大、最臭名昭著的帮派之间的休战。休战旨在减少杀人事件,以换取对被监禁的帮派头目更宽松的待遇。尽管早期取得了令人鼓舞的成果,但休战是短暂的。从2013年5月到2015年2月,政府收回了停火协议下的让步。凶杀案在废除期间稳步增加,在完全废除之后呈指数增长。经济理论表明,与帮派谈判可能会获得短期收益,但也可能造成长期损失,特别是当政府食言时:一旦谈判摆在桌面上,帮派可能会使用杀戮来增加他们的政治资本,并诱使政府重新进入谈判并做出更大的让步。利用萨尔瓦多的犯罪数据,我们部署了一个差异中的差异模型来估计休战对凶杀的影响。我们估计,休战在实施期间减少了1130起凶杀案,在逐步撤销休战期间减少了551起凶杀案。然而,我们还估计,在全面撤销停火协议后,又发生了2250起凶杀案,与没有谈判休战的情况相比,这是一个反常的净效应,造成569人丧生。这些发现表明,与帮派谈判可能是遏制帮派暴力的有效手段,但如果谈判导致不稳定的休战,它们也会引入一种不正当的激励结构,可能导致长期损害超过短期收益。
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引用次数: 0
Patents Used in Patent Office Rejections as Indicators of Value 专利局驳回中作为价值指标的专利
IF 1.2 2区 社会学 Q1 LAW Pub Date : 2024-12-20 DOI: 10.1111/jels.12404
Christopher A. Cotropia, David L. Schwartz

This paper introduces a novel approach to measure a patent's economic value by examining whether the patent's disclosure leads to rejection of another pending US patent application. This approach considers the use of the patent by the US Patent and Trademark Office (USPTO) in office action rejections on the grounds of novelty or obviousness, as well as its citation as an X or Y reference in a European Patent Office (EPO) search report, which provides analogous information. Unlike conventional citation metrics widely employed by economists, the novel metric is arguably more closely tied to private value, as it is centered on the examiner's rejection of another patent application based on the patent in question. As this metric is not directly influenced by potential strategic behavior by patent lawyers or patent applicants, it is more directly tied to private value. This study evaluates how patents used in novelty and obviousness rejections, and comparable EPO information, correspond to common measures of private value—specifically patent renewal, the assertion of a patent in litigation, the number of independent patent claims, and classification in multiple technological subject matters. We examine rejection data over a defined time period for US patents issued from 1999 to 2007 and then link value data to these patents. A similar analysis is also conducted for EPO search reports. Our findings reveal that rejection uses, as well as X and Y EPO search citations, independently exhibit positive correlations with all of these value measurements. Moreover, when information from both the USPTO and EPO concerning a given patent is combined, further insights about that patent's value are obtained. We also find that rejection uses provide unique insights into additional measures of private value such as the patent being listed in the Orange Book or as a Standard Essential Patent. Accordingly, these rejection use metrics provide another independent tool for evaluating a patent's value.

本文介绍了一种新的方法来衡量专利的经济价值,通过检查专利的披露是否导致另一项未决的美国专利申请被拒绝。该方法考虑了美国专利商标局(USPTO)以新颖性或显而易见性为由驳回专利的行为,以及其在欧洲专利局(EPO)检索报告中作为X或Y参考文献的引用,该报告提供了类似的信息。与经济学家广泛使用的传统引用指标不同,这种新指标可以说与私人价值联系更紧密,因为它以审查员拒绝基于该专利的另一项专利申请为中心。由于这一指标不直接受到专利律师或专利申请人的潜在战略行为的影响,它更直接地与私人价值联系在一起。本研究评估了新颖性和显而易见性驳回中使用的专利,以及可比较的EPO信息,如何对应于私人价值的共同衡量标准,特别是专利续展、诉讼中专利的主张、独立专利权利要求的数量,以及多个技术主题的分类。我们研究了1999年至2007年期间美国专利的拒绝数据,然后将价值数据与这些专利联系起来。对EPO检索报告也进行了类似的分析。我们的研究结果表明,拒绝使用,以及X和Y EPO搜索引用,独立地与所有这些价值测量显示正相关。此外,当来自USPTO和EPO的关于给定专利的信息结合在一起时,可以进一步了解该专利的价值。我们还发现,拒绝使用提供了对私有价值的额外衡量的独特见解,例如被列入橙皮书或作为标准必要专利的专利。因此,这些拒绝使用指标为评估专利价值提供了另一种独立的工具。
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引用次数: 0
Plea Bargaining Procedures Worldwide: Drivers of Introduction and Use 全球辩诉交易程序:引进和使用的驱动因素
IF 1.2 2区 社会学 Q1 LAW Pub Date : 2024-12-19 DOI: 10.1111/jels.12406
Gabriele Paolini, Elena Kantorowicz-Reznichenko, Stefan Voigt

Over the last three decades, plea bargaining has been adopted by many jurisdictions worldwide. However, a comprehensive account of both its adoption as well as its use is still missing. We survey 174 jurisdictions, finding that 101 allow plea-bargaining. For 52 jurisdictions, we also compute plea-bargaining rates, as the percentage of convictions imposed through plea bargaining over all criminal convictions. Relying on this novel dataset, we find that Muslim-majority populations and the French and Scandinavian legal origins are associated with lower probabilities of formalizing plea bargaining, while democracies are associated with higher probabilities. The Spanish and Socialist legal origins, a looser regulation of the procedure, and jury trials are associated with higher plea-bargaining rates, while higher income levels correlate with higher plea-bargaining rates only up to a certain point.

在过去的三十年中,辩诉交易已被世界各地的许多司法管辖区采用。然而,对其采用和使用的全面描述仍然缺失。我们调查了174个司法管辖区,发现101个允许辩诉交易。在52个司法管辖区,我们还计算了辩诉交易率,即通过辩诉交易定罪的比例占所有刑事定罪的比例。依靠这个新颖的数据集,我们发现穆斯林占多数的人口以及法国和斯堪的纳维亚的法律起源与辩诉交易正式化的可能性较低有关,而民主国家则与更高的可能性有关。西班牙和社会主义的法律渊源、对程序的宽松监管以及陪审团审判与较高的辩诉交易率相关,而较高的收入水平与较高的辩诉交易率相关的程度仅在一定程度上。
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引用次数: 0
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Journal of Empirical Legal Studies
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