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Algorithmic Decision-Making When Humans Disagree on Ends 当人类不同意结果时的算法决策
IF 0.4 Q2 Social Sciences Pub Date : 2021-07-01 DOI: 10.1525/nclr.2021.24.3.275
Kiel Brennan-Marquez, Vincent Chiao
Which interpretive tasks should be delegated to machines? This question has become a focal point of “tech governance” debates. One familiar answer is that while machines are capable of implementing tasks whose ends are uncontroversial, machine delegation is inappropriate for tasks that elude human consensus. After all, if human experts cannot agree about the nature of a task, what hope is there for machines? Here, we turn this position around. When humans disagree about the nature of a task, that should be prima facie grounds for machine delegation, not against it. The reason has to do with fairness: affected parties should be able to predict the outcomes of particular cases. Indeterminate decision-making environments—those in which human disagree about ends—are inherently unpredictable in that, for any given case, the distribution of likely outcomes will depend on a specific decision maker’s view of the relevant end. This injects an irreducible dynamic of randomization into the decision-making process from the perspective of non-repeat players. To the extent machine decisions aggregate across disparate views of a task’s relevant ends, they promise improvement on this specific dimension of predictability. Whatever the other virtues and drawbacks of machine decision-making, this gain should be recognized and factored into governance. The essay has two parts. In the first, we draw a distinction between determinacy and certainty as epistemic properties and fashioning a taxonomy of decision types. In the second part, we bring the formal point alive through a case study of criminal sentencing.
哪些口译任务应该委托给机器?这个问题已经成为“技术治理”辩论的焦点。一个熟悉的答案是,虽然机器能够实现目标没有争议的任务,但机器授权不适合人类无法达成共识的任务。毕竟,如果人类专家不能就一项任务的性质达成一致,机器还有什么希望呢?这里,我们把这个位置转过来。当人类对一项任务的性质不同意时,这应该是机器授权的初步理由,而不是反对它。原因与公平有关:受影响的当事人应该能够预测具体案件的结果。不确定的决策环境——即人们对目标不一致的环境——在本质上是不可预测的,因为在任何给定的情况下,可能结果的分布将取决于特定决策者对相关目标的看法。从非重复玩家的角度来看,这为决策过程注入了不可减少的随机化动态。在某种程度上,机器的决策汇集了任务相关终点的不同观点,它们承诺在可预测性的这个特定维度上有所改进。无论机器决策的其他优点和缺点是什么,都应该认识到这一点,并将其纳入治理。这篇文章分为两部分。在第一章中,我们将确定性和确定性作为认知属性进行区分,并形成决策类型的分类。在第二部分中,我们通过对刑事量刑的个案研究,使形式观点生动起来。
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引用次数: 1
Editor’s Introduction 编辑器的介绍
IF 0.4 Q2 Social Sciences Pub Date : 2021-07-01 DOI: 10.1525/nclr.2021.24.3.271
Jacob Bronsther
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引用次数: 0
Bringing People Down 让别人失望
IF 0.4 Q2 Social Sciences Pub Date : 2021-07-01 DOI: 10.1525/nclr.2021.24.3.433
J. Vorhaus
Under Article 3 of the European Convention on Human Rights, degrading treatment and punishment is absolutely prohibited. This paper examines the nature of and wrong inherent in treatment and punishment of this kind. Cases brought before the European Court of Human Rights (the Court) as amounting to degrading treatment and punishment under Article 3 include instances of interrogation, conditions of confinement, corporal punishment, strip searches, and a failure to provide adequate health care. The Court acknowledges the degradation inherent in imprisonment generally, and does not consider this to be in violation of Article 3, but it also identifies a threshold at which degradation is so severe as to render impermissible punishments that cross this threshold. I offer an account of the Court’s conception of impermissible degradation as a symbolic dignitary harm. The victims are treated as inferior, as if they do not possess the status owed to human beings, neither treated with dignity nor given the respect owed to dignity. Degradation is a relational concept: the victim is brought down in the eyes of others following treatment motivated by the intention to degrade, or treatment which has a degrading effect. This, so I will argue, is the best account of the concept of degradation as deployed by the Court when determining punishments as in violation of Article 3.
根据《欧洲人权公约》第3条,绝对禁止有辱人格的待遇和处罚。本文考察了这类待遇和处罚的本质及其固有的错误。提交欧洲人权法院(法院)的案件相当于第3条规定的有辱人格的待遇和处罚,包括审讯、监禁条件、体罚、脱衣搜查和未提供适当保健的情况。本院承认监禁中普遍存在的退化现象,并不认为这违反了第3条,但它也确定了一个阈值,在这个阈值上,退化现象是如此严重,以致超过这个阈值的惩罚是不允许的。我对法院将不允许的堕落视为一种象征性的尊严损害的概念作一说明。受害者被当作低人一等的人对待,仿佛他们没有人应有的地位,既没有得到尊严的对待,也没有得到尊严应有的尊重。贬损是一个关系概念:受害者在受到贬损意图或具有贬损效果的待遇后,在他人眼中被贬损。因此,我认为,这是对法院在确定违反第3条的惩罚时所采用的退化概念的最好解释。
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引用次数: 0
The Conventional Problem with Corporate Sentencing (and One Unconventional Solution) 企业量刑的传统问题(以及一个非传统的解决方案)
IF 0.4 Q2 Social Sciences Pub Date : 2021-07-01 DOI: 10.1525/nclr.2021.24.3.397
W. R. Thomas
A recent wave of expressive accounts of corporate criminal law operate on the promise that corporate punishment can express a unique form of condemnation not capturable through civil enforcement. Unfortunately, the realities of corporate sentencing have thus far failed to make good on this expressive promise. Viewed in light of existing conventions that imbue meaning into our practices of punishment, corporate sentences rarely impose hard treatment in a manner or degree that these conventions seem to require. Accordingly, standard corporate sanctions turn out to be ill-suited to deliver—and, often, will likely undermine—the stigmatic punch upon which expressive defenses of corporate criminal law depend. A common response to this conventional problem with corporate sentencing has been to propose more, and harsher, corporate punishments. However, this approach overlooks the extent to which corporate punishment derives its stigmatic force from preexisting norms and conventions concerning individual punishment. If trying to improve corporate punishment, then, expressivists might instead seek either to leverage or to dismantle the underlying conventions that give existing sanctions meaning. An example of the former strategy would be to revitalize long-neglected proposals for corporate shaming by adopting a criminal convention currently absent from the corporate space—namely, the pervasive, stigmatic application of epithets like “thief” or “felon.” An example of the latter would be to join criminal justice reformers in targeting conventions that, in recent decades, have enabled increasingly draconian sentencing practices. On this view, dissolving corporate sentencing’s conventional problem may represent a further, incidental benefit of systemic criminal justice reform.
最近一波关于公司刑法的表述是基于这样一种承诺:公司惩罚可以表达一种独特的谴责形式,这是民事执法无法实现的。不幸的是,到目前为止,企业判决的现实未能兑现这一富有表现力的承诺。从赋予我们的惩罚实践以意义的现有惯例来看,集体判决很少以这些惯例所要求的方式或程度施加严厉待遇。因此,标准的公司制裁被证明是不适合的,而且往往可能会破坏公司刑法所依赖的表达性辩护所依赖的耻辱性打击。对于公司量刑的这一传统问题,一个常见的回应是提出更多、更严厉的公司惩罚。然而,这种做法忽视了集体惩罚的污名化力量在多大程度上来自先前存在的关于个人惩罚的规范和惯例。如果试图改善公司惩罚,那么,表现主义者可能会转而寻求利用或废除赋予现有制裁意义的基本公约。前一种策略的一个例子是,通过采用目前在企业空间中缺失的刑事公约,重新激活长期被忽视的企业羞辱提案,即普遍使用“小偷”或“重罪犯”等侮辱性的绰号。后者的一个例子是加入刑事司法改革者的行列,针对近几十年来使量刑做法日益严厉的公约。根据这种观点,解决公司量刑的传统问题可能代表着系统性刑事司法改革的进一步附带利益。
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引用次数: 0
The Limits of Retributivism 报应主义的局限性
IF 0.4 Q2 Social Sciences Pub Date : 2021-07-01 DOI: 10.1525/nclr.2021.24.3.301
Jacob Bronsther
“Limiting retributivists” believe that the vagueness of retributive proportionality represents a moral opportunity. They maintain that the state can permissibly harm an offender for the sake of crime prevention and other nonretributive goods, so long as the sentence resides within the broad range of retributively “not undeserved” punishments. However, in this essay, I argue that retributivism can justify only the least harmful sentence within such a range. To impose a sentence beyond this minimum would be cruel from a retributive perspective. It would harm an offender to a greater degree without thereby increasing the realization of our retributivist ends. Thus, if our nonretributive policy aims required a harsher sentence, the offender’s retributive desert could not provide the rationale, and we would need another theory that explains why, if at all, harming an offender as a means of realizing the desired nonretributive good is permissible.
“限制报复主义”认为,报复比例的模糊性代表了一种道德机会。他们坚持认为,国家可以允许为了预防犯罪和其他非报复性的目的而伤害罪犯,只要刑罚是在报复性的“不应”惩罚的广泛范围内。然而,在这篇文章中,我认为报应主义只能为这个范围内危害最小的判决辩护。从报复的角度来看,超过这个最低限度的量刑是残忍的。它会对罪犯造成更大程度的伤害,而不会因此增加我们报复主义目标的实现。因此,如果我们的非报复性政策目标需要更严厉的判决,那么罪犯的报复性应得不能提供理由,我们需要另一种理论来解释为什么,如果有的话,伤害罪犯作为实现期望的非报复性善的手段是允许的。
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引用次数: 0
Police Escalation and the Motor Vehicle 警察升级和机动车辆
IF 0.4 Q2 Social Sciences Pub Date : 2021-04-01 DOI: 10.1525/NCLR.2021.24.2.115
J. Woods
This article, prepared for the special issue on investigations, presents an original empirical analysis of the role of the motor vehicle in shaping how officers describe experiencing violence and perceiving danger during vehicle stops. Tens of millions of traffic stops occur every year, making vehicle stops the most common interaction that civilians have with law enforcement. Although traffic stops are commonly described as dangerous settings for police officers, little is known about how the motor vehicle itself shapes officer descriptions, perceptions, and experiences of danger and harm during these stops. The presented findings make at least four key contributions to scholarship and policing law and policy. First, the findings inform unfolding criminal law reforms surrounding the policing and criminalization of traffic offenses, which are major sources of racial disparity in, and net-widening of, the criminal justice system today. Second, the findings prompt questions about whether and when legal actors, and especially actors that regulate the police, should defer to officer danger narratives involving motor vehicles. Third, the findings prompt novel questions about technology and the law, and more specifically, the ability of new motor vehicle technologies to help diffuse officer perceptions of danger that stem from motor vehicles. Fourth and finally, the findings illustrate a need to pay greater attention to the motor vehicle as a source of officer danger and harm in official policing data in order to accurately measure the risks and costs of policing during vehicle stops.
这篇文章是为调查特刊准备的,对机动车在塑造警察如何描述在车辆停车期间经历暴力和感知危险方面的作用进行了原始的实证分析。每年发生数以千万计的交通拦截,使车辆拦截成为平民与执法部门最常见的互动。尽管交通站点通常被描述为警察的危险设置,但人们对机动车本身如何影响警察在这些站点中对危险和伤害的描述、感知和经历知之甚少。所提出的研究结果至少对学术研究和警务法律和政策做出了四个关键贡献。首先,调查结果为围绕交通犯罪的警务和刑事定罪展开的刑法改革提供了信息,交通犯罪是当今刑事司法系统中种族差异和净扩大的主要根源。其次,调查结果提出了一个问题,即法律行为者,尤其是监管警察的行为者,是否以及何时应该服从涉及机动车辆的官员危险叙述。第三,这些发现提出了关于技术和法律的新问题,更具体地说,是新的机动车辆技术帮助分散警官对源自机动车辆的危险的感知的能力。第四,也是最后一点,研究结果表明,需要在官方警务数据中更多地关注机动车辆作为警察危险和伤害的来源,以便准确地衡量车辆停车期间的警务风险和成本。
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引用次数: 0
Evaluating Algorithmic Risk Assessment 评估算法风险评估
IF 0.4 Q2 Social Sciences Pub Date : 2021-04-01 DOI: 10.1525/NCLR.2021.24.2.156
Melissa Hamilton
Algorithmic risk assessment is hailed as offering criminal justice officials a science-led system to triage offender populations to better manage low- versus high-risk individuals. Risk algorithms have reached the pretrial world as a best practices method to aid in reforms to reduce reliance upon money bail and to moderate pretrial detention’s material contribution to mass incarceration. Still, these promises are elusive if algorithmic tools are unable to achieve sufficient accurate rates in predicting criminal justice failure. This article presents an empirical study of the most popular pretrial risk tool used in the United States. Developers promote the Public Safety Assessment (PSA) as a national tool. Little information is known about the PSA’s developmental methodologies or performance statistics. The dearth of intelligence is alarming as the tool is being used in high-stakes decisions as to whether to detain individuals who have not yet been convicted of any crime. This study uncovers evidence of performance accuracy using a variety of validity metrics and, as a novel contribution, investigates the use of the tool in three diverse jurisdictions to evaluate how well the tool generalizes in real-world settings. Policy implications of the findings may be enlightening to officials, practitioners, and other stakeholders interested in pretrial justice as well as in the use of algorithmic risk across criminal justice decision points.
算法风险评估被称赞为刑事司法官员提供了一个以科学为主导的系统,可以对罪犯群体进行分类,以更好地管理低风险与高风险的个体。风险算法已经进入审前世界,作为一种最佳做法方法,帮助进行改革,以减少对保释金的依赖,并缓和审前拘留对大规模监禁的实质性贡献。然而,如果算法工具在预测刑事司法失败方面无法达到足够的准确率,这些承诺就难以实现。本文提出了在美国使用的最流行的审前风险工具的实证研究。开发商将公共安全评估(PSA)推广为一种全国性的工具。关于PSA的开发方法或性能统计数据知之甚少。情报的缺乏令人担忧,因为这种工具被用于高风险的决策,比如是否拘留尚未被定罪的个人。本研究利用各种有效性指标揭示了性能准确性的证据,并作为一项新颖的贡献,调查了该工具在三个不同司法管辖区的使用情况,以评估该工具在现实世界环境中的泛化程度。研究结果的政策含义可能对官员、从业人员和其他对审前司法以及在刑事司法决策点上使用算法风险感兴趣的利益攸关方具有启发意义。
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引用次数: 3
The Kiwi Way 新西兰之路
IF 0.4 Q2 Social Sciences Pub Date : 2021-04-01 DOI: 10.1525/NCLR.2021.24.2.254
Scott Optican
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引用次数: 0
Editor’s Introduction 编辑器的介绍
IF 0.4 Q2 Social Sciences Pub Date : 2021-04-01 DOI: 10.1525/nclr.2021.24.2.111
Carrie Leonetti
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引用次数: 0
Evidence Illegally Obtained by Private Investigators and Its Use Before International Criminal Tribunals 私家侦探非法取得的证据及其在国际刑事法庭上的使用
IF 0.4 Q2 Social Sciences Pub Date : 2021-04-01 DOI: 10.1525/NCLR.2021.24.2.212
A. Heinze
This article examines the rationales to exclude evidence before International Criminal Tribunals that has been illegally obtained by private investigators. The appeal of private investigations has now reached the level of international criminal justice, with the establishment of the Commission for International Justice and Accountability. Investigative staff at the International Criminal Court and other International Criminal Tribunals are dependent on the work undertaken in the field by human rights monitors as fact finders, employed by IGOs, NGOs, and, in some cases, by governmental agencies. Considering the importance of private investigators for the administration of those Tribunals, potential dangers of such a cooperation easily take a backseat in a car that is driven by the anti-impunity agenda. Scenarios of investigators offering money to witnesses in return for information about a suspect and his or her criminal activities are a reality. While case law has addressed the topic of illegally obtained evidence by national authorities, the fate of evidence collected by private individuals in breach of human rights has rather been neglected. This article provides a conceptual basis for the exclusion or admission of this evidence.
本文探讨了在国际刑事法庭上排除私人侦探非法获得的证据的理由。随着国际司法和问责制委员会的设立,私人调查的呼吁现已达到国际刑事司法的水平。国际刑事法院和其他国际刑事法庭的调查工作人员依赖于非政府组织、非政府组织雇用的人权监察员作为事实调查人员在实地开展的工作,在某些情况下由政府机构雇用。考虑到私家侦探对这些法庭管理的重要性,这种合作的潜在危险在反有罪不罚议程的推动下很容易被置于次要地位。调查人员向证人提供金钱,以换取有关嫌疑人及其犯罪活动的信息,这种情况已经成为现实。虽然判例法处理了国家当局非法获取证据的问题,但违反人权的个人收集的证据的命运却被忽视了。本文为该证据的排除或接受提供了概念基础。
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引用次数: 1
期刊
New Criminal Law Review
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