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Scientific Exploration and Explainable Artificial Intelligence 科学探索与可解释的人工智能
IF 7.4 3区 计算机科学 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2022-03-01 DOI: 10.1007/s11023-021-09583-6
Carlos A. Zednik, Hannes Boelsen
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引用次数: 6
A systematic review of the neural correlates of sexual minority stress: towards an intersectional minority mosaic framework with implications for a future research agenda. 对性少数群体压力的神经相关性进行系统回顾:建立一个交叉少数群体马赛克框架,并对未来研究议程产生影响。
IF 4.2 3区 计算机科学 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2022-02-28 eCollection Date: 2022-01-01 DOI: 10.1080/20008198.2021.2002572
Andrew A Nicholson, Magdalena Siegel, Jakub Wolf, Sandhya Narikuzhy, Sophia L Roth, Taylor Hatchard, Ruth A Lanius, Maiko Schneider, Chantelle S Lloyd, Margaret C McKinnon, Alexandra Heber, Patrick Smith, Brigitte Lueger-Schuster

Background: Systemic oppression, particularly towards sexual minorities, continues to be deeply rooted in the bedrock of many societies globally. Experiences with minority stressors (e.g. discrimination, hate-crimes, internalized homonegativity, rejection sensitivity, and microaggressions or everyday indignities) have been consistently linked to adverse mental health outcomes. Elucidating the neural adaptations associated with minority stress exposure will be critical for furthering our understanding of how sexual minorities become disproportionately affected by mental health burdens.

Methods:

Following PRISMA-guidelines, we systematically reviewed published neuroimaging studies that compared neural dynamics among sexual minority and heterosexual populations, aggregating information pertaining to any measurement of minority stress and relevant clinical phenomena.

Results: Only 1 of 13 studies eligible for inclusion examined minority stress directly, where all other studies focused on investigating the neurobiological basis of sexual orientation. In our narrative synthesis, we highlight important themes that suggest minority stress exposure may be associated with decreased activation and functional connectivity within the default-mode network (related to the sense-of-self and social cognition), and summarize preliminary evidence related to aberrant neural dynamics within the salience network (involved in threat detection and fear processing) and the central executive network (involved in executive functioning and emotion regulation). Importantly, this parallels neural adaptations commonly observed among individuals with posttraumatic stress disorder (PTSD) in the aftermath of trauma and supports the inclusion of insidious forms of trauma related to minority stress within models of PTSD.

Conclusions: Taken together, minority stress may have several shared neuropsychological pathways with PTSD and stress-related disorders. Here, we outline a detailed research agenda that provides an overview of literature linking sexual minority stress to PTSD and insidious trauma, moral affect (including shame and guilt), and mental health risk/resiliency, in addition to racial, ethnic, and gender related minority stress. Finally, we propose a novel minority mosaic framework designed to inform future directions of minority stress neuroimaging research from an intersectional lens.

背景:系统性压迫,尤其是对性少数群体的压迫,在全球许多社会中仍然根深蒂固。少数群体的压力源(如歧视、仇恨犯罪、内化的同性厌恶、排斥敏感性、微小侵害或日常侮辱)一直与不良的心理健康结果相关联。阐明与少数群体压力暴露相关的神经适应性,对于进一步了解性少数群体如何受到心理健康负担过重的影响至关重要:按照PRISMA指南,我们系统地回顾了已发表的、比较性少数群体和异性恋人群神经动态的神经影像学研究,汇总了与少数群体压力测量和相关临床现象有关的信息:结果:在符合纳入条件的 13 项研究中,只有 1 项直接研究了少数群体的压力,其他所有研究都侧重于调查性取向的神经生物学基础。在我们的叙述性综述中,我们强调了一些重要的主题,这些主题表明少数群体压力暴露可能与默认模式网络(与自我意识和社会认知有关)内激活和功能连接的减少有关,并总结了与显著性网络(参与威胁检测和恐惧处理)和中央执行网络(参与执行功能和情绪调节)内异常神经动态有关的初步证据。重要的是,这与创伤后应激障碍(PTSD)患者在创伤后通常观察到的神经适应性相似,并支持将与少数民族压力有关的隐性创伤形式纳入创伤后应激障碍模型:综上所述,少数群体压力可能与创伤后应激障碍和压力相关疾病有几种共同的神经心理学途径。在此,我们列出了一个详细的研究议程,概述了将性少数群体压力与创伤后应激障碍和隐性创伤、道德情感(包括羞耻感和负罪感)、心理健康风险/复原力以及与种族、民族和性别相关的少数群体压力联系起来的文献。最后,我们提出了一个新颖的少数群体马赛克框架,旨在从交叉视角为少数群体压力神经成像研究的未来方向提供信息。
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引用次数: 0
Schema-Centred Unity and Process-Centred Pluralism of the Predictive Mind 以图式为中心的统一性和以过程为中心的多元性
IF 7.4 3区 计算机科学 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2022-02-25 DOI: 10.1007/s11023-022-09595-w
Nina Poth
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引用次数: 0
Are Propositional Attitudes Mental States? 命题态度是精神状态吗?
IF 7.4 3区 计算机科学 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2022-02-18 DOI: 10.1007/s11023-022-09594-x
Umut Baysan
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引用次数: 0
Dretske and Informational Closure Dretske和信息封闭
IF 7.4 3区 计算机科学 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2022-01-29 DOI: 10.1007/s11023-021-09587-2
Yves Bouchard
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引用次数: 0
What Might Machines Mean? 机器意味着什么?
IF 7.4 3区 计算机科学 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2022-01-27 DOI: 10.1007/s11023-022-09589-8
M. Green, Jan G. Michel
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引用次数: 1
Spotting When Algorithms Are Wrong 发现算法错误
IF 7.4 3区 计算机科学 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2022-01-21 DOI: 10.1007/s11023-022-09591-0
Stefan Buijsman, Herman Veluwenkamp
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引用次数: 2
Conformity Assessments and Post-market Monitoring: A Guide to the Role of Auditing in the Proposed European AI Regulation. 合格评定和上市后监测:审计在拟议的欧洲人工智能法规中的作用指南。
IF 7.4 3区 计算机科学 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2022-01-01 Epub Date: 2021-11-05 DOI: 10.1007/s11023-021-09577-4
Jakob Mökander, Maria Axente, Federico Casolari, Luciano Floridi

The proposed European Artificial Intelligence Act (AIA) is the first attempt to elaborate a general legal framework for AI carried out by any major global economy. As such, the AIA is likely to become a point of reference in the larger discourse on how AI systems can (and should) be regulated. In this article, we describe and discuss the two primary enforcement mechanisms proposed in the AIA: the conformity assessments that providers of high-risk AI systems are expected to conduct, and the post-market monitoring plans that providers must establish to document the performance of high-risk AI systems throughout their lifetimes. We argue that the AIA can be interpreted as a proposal to establish a Europe-wide ecosystem for conducting AI auditing, albeit in other words. Our analysis offers two main contributions. First, by describing the enforcement mechanisms included in the AIA in terminology borrowed from existing literature on AI auditing, we help providers of AI systems understand how they can prove adherence to the requirements set out in the AIA in practice. Second, by examining the AIA from an auditing perspective, we seek to provide transferable lessons from previous research about how to refine further the regulatory approach outlined in the AIA. We conclude by highlighting seven aspects of the AIA where amendments (or simply clarifications) would be helpful. These include, above all, the need to translate vague concepts into verifiable criteria and to strengthen the institutional safeguards concerning conformity assessments based on internal checks.

拟议中的《欧洲人工智能法案》(AIA)是全球主要经济体首次尝试为人工智能制定总体法律框架。因此,在关于如何监管人工智能系统的更广泛讨论中,AIA可能会成为一个参考点。在本文中,我们描述并讨论了AIA中提出的两种主要执行机制:高风险人工智能系统供应商应进行的符合性评估,以及供应商必须建立的上市后监测计划,以记录高风险人工智能系统在其整个生命周期中的性能。我们认为,AIA可以被解释为建立一个全欧洲范围内进行人工智能审计的生态系统的提议,尽管换句话说。我们的分析提供了两个主要贡献。首先,通过借用现有人工智能审计文献中的术语描述AIA中包含的执行机制,我们帮助人工智能系统提供商了解他们如何在实践中证明遵守AIA中规定的要求。其次,通过从审计的角度审视AIA,我们试图从先前的研究中提供可转移的经验教训,以进一步完善AIA中概述的监管方法。最后,我们强调了AIA的七个方面,其中修订(或简单澄清)将有所帮助。这些首先包括需要将模糊的概念转化为可核查的标准,并加强基于内部检查的合格评定方面的体制保障。
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引用次数: 38
Is Your Neural Data Part of Your Mind? Exploring the Conceptual Basis of Mental Privacy. 你的神经数据是思维的一部分吗?探究精神隐私的概念基础。
IF 7.4 3区 计算机科学 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2022-01-01 Epub Date: 2021-09-23 DOI: 10.1007/s11023-021-09574-7
Abel Wajnerman Paz

It has been argued that neural data (ND) are an especially sensitive kind of personal information that could be used to undermine the control we should have over access to our mental states (i.e. our mental privacy), and therefore need a stronger legal protection than other kinds of personal data. The Morningside Group, a global consortium of interdisciplinary experts advocating for the ethical use of neurotechnology, suggests achieving this by treating legally ND as a body organ (i.e. protecting them through bodily integrity). Although the proposal is currently shaping ND-related policies (most notably, a Neuroprotection Bill of Law being discussed by the Chilean Senate), it is not clear what its conceptual and legal basis is. Treating legally something as something else requires some kind of analogical reasoning, which is not provided by the authors of the proposal. In this paper, I will try to fill this gap by addressing ontological issues related to neurocognitive processes. The substantial differences between ND and body organs or organic tissue cast doubt on the idea that the former should be covered by bodily integrity. Crucially, ND are not constituted by organic material. Nevertheless, I argue that the ND of a subject s are analogous to neurocognitive properties of her brain. I claim that (i) s' ND are a 'medium independent' property that can be characterized as natural semantic personal information about her brain and that (ii) s' brain not only instantiates this property but also has an exclusive ontological relationship with it: This information constitutes a domain that is unique to her neurocognitive architecture.

有人认为,神经数据(ND)是一种特别敏感的个人信息,可能被用来破坏我们对自己精神状态的控制(即我们的精神隐私),因此需要比其他类型的个人数据更强有力的法律保护。晨兴集团(Morningside Group)是一个倡导道德使用神经技术的全球跨学科专家联盟,建议通过合法地将ND视为身体器官(即通过身体完整性保护它们)来实现这一目标。尽管该提案目前正在制定nd相关政策(最值得注意的是,智利参议院正在讨论一项神经保护法案),但尚不清楚其概念和法律基础是什么。将法律上的某物视为其他事物需要某种类比推理,而提案的作者没有提供这种推理。在本文中,我将试图通过解决与神经认知过程相关的本体论问题来填补这一空白。ND与身体器官或有机组织之间的巨大差异使人们怀疑前者应该被身体完整性所覆盖。关键是,ND不是由有机物质构成的。然而,我认为受试者的ND类似于她大脑的神经认知特性。我声称(I)的ND是一种“媒介独立”的属性,可以被表征为关于她大脑的自然语义个人信息,(ii)的大脑不仅实例化了这一属性,而且与之具有排他性的本体论关系:该信息构成了她的神经认知结构的独特领域。
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引用次数: 4
Ethical Considerations in the Application of Artificial Intelligence to Monitor Social Media for COVID-19 Data. 应用人工智能监控社交媒体COVID-19数据的伦理考虑
IF 7.4 3区 计算机科学 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2022-01-01 Epub Date: 2022-08-25 DOI: 10.1007/s11023-022-09610-0
Lidia Flores, Sean D Young

The COVID-19 pandemic and its related policies (e.g., stay at home and social distancing orders) have increased people's use of digital technology, such as social media. Researchers have, in turn, utilized artificial intelligence to analyze social media data for public health surveillance. For example, through machine learning and natural language processing, they have monitored social media data to examine public knowledge and behavior. This paper explores the ethical considerations of using artificial intelligence to monitor social media to understand the public's perspectives and behaviors surrounding COVID-19, including potential risks and benefits of an AI-driven approach. Importantly, investigators and ethics committees have a role in ensuring that researchers adhere to ethical principles of respect for persons, beneficence, and justice in a way that moves science forward while ensuring public safety and confidence in the process.

2019冠状病毒病大流行及其相关政策(如居家隔离令和保持社交距离令)增加了人们对社交媒体等数字技术的使用。反过来,研究人员利用人工智能来分析社交媒体数据,以进行公共卫生监测。例如,通过机器学习和自然语言处理,他们监控了社交媒体数据,以检查公众的知识和行为。本文探讨了使用人工智能监控社交媒体以了解公众对COVID-19的看法和行为的伦理考虑,包括人工智能驱动方法的潜在风险和收益。重要的是,研究人员和伦理委员会有责任确保研究人员遵守尊重个人、仁慈和正义的伦理原则,从而推动科学向前发展,同时确保公共安全和对这一过程的信心。
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引用次数: 3
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Minds and Machines
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