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The Acceptability of AI-Driven Resource Signposting to Young People Using a Mental Health Peer Support App. 使用心理健康同伴支持应用程序的年轻人对人工智能驱动的资源路标的接受程度。
Pub Date : 2025-01-01 Epub Date: 2025-06-04 DOI: 10.1007/s44206-025-00202-w
Bethany Cliffe, Lucy Biddle, Jessica Gore-Rodney, Myles-Jay Linton

Incorporating artificial intelligence (AI) into mental health applications (apps) can help to personalise support, for example through signposting topic-specific resources based on content that app users interact with. However, there is limited research exploring the acceptability of AI within digital mental health for young people. The current study explored this in the context of an online peer support platform for young people. 12 young people were interviewed online using a think aloud approach; they were aged 16-23 (M 18.64, SD 2.23). Participants identified as White (n = 7), Chinese (n = 1), Mixed Race (n = 1), Indian (n = 1), Black African (n = 1) and Bangladeshi (n = 1). 10 participants identified as women, one as non-binary and one preferred not to say. Participants were users of Tellmi, a pre-moderated mental health peer support app aimed at young people. Participants were given a link to a prototype of the Tellmi app via their web browser in which it was shown how AI could generate suggestions of pre-defined resources based on the content of fictional posts. Users were encouraged to interact with it whilst thinking aloud. Three themes were developed using reflexive thematic analysis: (1) Fear of the unknown - getting to grips with artificial intelligence; (2) AI can help save time and effort by streamlining processes; and (3) The value of human connection, which included the sub-theme: AI isn't human and shouldn't pretend to be.

Supplementary information: The online version contains supplementary material available at 10.1007/s44206-025-00202-w.

将人工智能(AI)整合到心理健康应用程序(app)中可以帮助个性化支持,例如,根据应用程序用户与之互动的内容,通过标记特定主题的资源。然而,探索人工智能在年轻人数字心理健康中的可接受性的研究有限。目前的研究在年轻人在线同伴支持平台的背景下探讨了这一点。12名年轻人在网上接受了采访,使用了“大声思考”的方法;年龄16 ~ 23岁,平均年龄18.64岁,平均年龄2.23岁。被确定为白人(n = 7)、中国人(n = 1)、混血(n = 1)、印度人(n = 1)、非洲黑人(n = 1)和孟加拉国人(n = 1)的参与者。10名参与者被认为是女性,1名是非二元性别,1名不愿透露。参与者是Tellmi的用户,这是一款针对年轻人的预调节心理健康同伴支持应用程序。参与者通过网络浏览器获得了Tellmi应用程序原型的链接,其中展示了人工智能如何根据虚构帖子的内容生成预定义资源的建议。用户被鼓励在思考的同时与它互动。使用反身性主题分析开发了三个主题:(1)对未知的恐惧-掌握人工智能;(2)人工智能可以通过简化流程来节省时间和精力;(3)人与人之间联系的价值,其中包括副主题:AI不是人类,也不应该假装是人类。补充信息:在线版本包含补充资料,提供地址为10.1007/s44206-025-00202-w。
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引用次数: 0
Engaging with Film to Teach Students About Virtuous Outsourcing of Cognitive Tasks to LLMs. 用电影教育学生如何将认知任务良性外包给法学硕士。
Pub Date : 2025-01-01 Epub Date: 2025-11-14 DOI: 10.1007/s44206-025-00234-2
William Gopal, Michael Quinn

Recently there has been a call to deploy AI technologies in secondary education. An accompanying worry is that if students became overly reliant on LLMs, they would become cognitively deskilled - and this would be an impediment to the growth of their cognitive character. One pedagogical approach aiming to offset this worry consists of teaching students how to critically evaluate the outputs of LLMs while they are using them - the Use-First Critical Thinking approach (UFCT). We argue that UFCT alone cannot assuage this worry insofar as it misses an important, prior step in equipping students with the skills to be aware of, and reflect upon, by what lights decisions whether to delegate tasks to LLMs are appropriate. We propose an alternative pedagogical approach involving film, specifically Memento, which allows students to identify delegative choice points and what (in)appropriate delegation looks like.

最近,有人呼吁在中学教育中部署人工智能技术。随之而来的担忧是,如果学生过度依赖法学硕士,他们的认知能力就会下降——这将阻碍他们认知能力的发展。一种旨在消除这种担忧的教学方法是教学生在使用法学硕士课程时如何批判性地评估其成果,即使用优先的批判性思维方法(UFCT)。我们认为,UFCT本身并不能缓解这种担忧,因为它错过了一个重要的、事先的步骤,即让学生掌握技能,让他们意识到,并反思,根据什么来决定是否将任务委托给法学硕士是合适的。我们提出了另一种涉及电影的教学方法,特别是《记忆碎片》,它允许学生确定授权的选择点和合适的授权是什么样子的。
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引用次数: 0
State-of-the-Art: The Temporal Order of Benchmarking Culture. 最新技术:标杆文化的时间秩序。
Pub Date : 2025-01-01 Epub Date: 2025-05-02 DOI: 10.1007/s44206-025-00190-x
Alexander Campolo

This commentary situates the epistemic values of machine learning's culture of benchmarking and evaluation within larger temporal structures. Beyond questions of validity, whether model comparisons are statistically valid or whether benchmarks adequately represent meaningful tasks or capabilities, it asks how benchmarks produce certain temporal values and expectations. It articulates two hypotheses in response: the first, termed normalizing research, seeks to characterize how benchmarking simultaneously serves a disciplining and motivating function in research, with the effect of minimizing conflict. The second, termed extrapolation, argues that the incremental, progressive rhythm of benchmarking is oriented less towards the future than towards a present state-of-the-art (SOTA). Together, these hypotheses inform a diagnosis of the presentist temporality of benchmarking and evaluation in machine learning.

这篇评论将机器学习的基准和评估文化的认知价值置于更大的时间结构中。除了有效性问题之外,模型比较是否在统计上有效,或者基准是否充分代表有意义的任务或能力,它还询问基准如何产生特定的时间值和期望。它阐明了两个假设作为回应:第一个,被称为正常化研究,试图描述基准如何同时在研究中发挥纪律和激励作用,从而最大限度地减少冲突。第二种,被称为外推,认为基准测试的增量,渐进式节奏与其说是面向未来,不如说是面向当前的最先进技术(SOTA)。总之,这些假设提供了对机器学习中基准测试和评估的现实性的诊断。
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引用次数: 0
A Concept of Balance of Interest in the Context of Active Assisted Living 主动辅助生活中利益平衡的概念
Pub Date : 2023-11-09 DOI: 10.1007/s44206-023-00080-0
Maksymilian Michał Kuźmicz
Abstract This paper explores the concept of balancing interests within the context of Active Assisted Living (AAL). AAL technologies hold great promise for addressing the care and support needs of older adults. However, they also raise ethical and social considerations that necessitate a careful balance of interests among various stakeholders. The objective of this study is to comprehensively examine the notion of balance shedding light on its multifaceted dimensions and discuss practical implications for the AAL. Drawing on a thorough literature review and interdisciplinary insights, the research unfolds in three stages. First, it recognizes four key dimensions of balance: equilibrium, avoidance of extremes, proportion, and compromise. Subsequently, the study explores arguments both in favor of and against balancing, addressing issues such as absolute values, methodological concerns, benefits of imbalances, and alternative approaches. This examination offers a comprehensive perspective on the complexities surrounding the concept of balance. Finally, the paper investigates the implications of the conceptual framework within the AAL context, examining what the process of balancing interests could mean from this perspective.
摘要本文探讨了主动辅助生活(AAL)背景下的利益平衡概念。AAL技术在解决老年人的护理和支持需求方面具有很大的前景。然而,它们也引起了道德和社会方面的考虑,需要在各种利益相关者之间谨慎地平衡利益。本研究的目的是全面考察平衡的概念,揭示其多方面,并讨论对AAL的实际意义。通过全面的文献回顾和跨学科的见解,本研究分为三个阶段。首先,它认识到平衡的四个关键维度:平衡、避免极端、比例和妥协。随后,该研究探讨了支持和反对平衡的论点,解决了诸如绝对值、方法论问题、不平衡的好处和替代方法等问题。这一检查提供了一个全面的角度来看待围绕平衡概念的复杂性。最后,本文探讨了AAL背景下概念框架的含义,从这个角度审视了利益平衡的过程可能意味着什么。
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引用次数: 0
Auditing of AI: Legal, Ethical and Technical Approaches 人工智能审计:法律、道德和技术途径
Pub Date : 2023-11-08 DOI: 10.1007/s44206-023-00074-y
Jakob Mökander
Abstract AI auditing is a rapidly growing field of research and practice. This review article, which doubles as an editorial to Digital Society’s topical collection on ‘Auditing of AI’, provides an overview of previous work in the field. Three key points emerge from the review. First, contemporary attempts to audit AI systems have much to learn from how audits have historically been structured and conducted in areas like financial accounting, safety engineering and the social sciences. Second, both policymakers and technology providers have an interest in promoting auditing as an AI governance mechanism. Academic researchers can thus fill an important role by studying the feasibility and effectiveness of different AI auditing procedures. Third, AI auditing is an inherently multidisciplinary undertaking, to which substantial contributions have been made by computer scientists and engineers as well as social scientists, philosophers, legal scholars and industry practitioners. Reflecting this diversity of perspectives, different approaches to AI auditing have different affordances and constraints. Specifically, a distinction can be made between technology-oriented audits, which focus on the properties and capabilities of AI systems, and process-oriented audits, which focus on technology providers’ governance structures and quality management systems. The next step in the evolution of auditing as an AI governance mechanism, this article concludes, should be the interlinking of these available—and complementary—approaches into structured and holistic procedures to audit not only how AI systems are designed and used but also how they impact users, societies and the natural environment in applied settings over time.
人工智能审计是一个快速发展的研究和实践领域。这篇评论文章是数字社会关于“人工智能审计”的专题合集的社论,概述了该领域以前的工作。回顾中出现了三个关键点。首先,当前对人工智能系统进行审计的尝试可以从财务会计、安全工程和社会科学等领域的审计结构和实施方式中学到很多东西。其次,政策制定者和技术提供商都有兴趣推动审计作为一种人工智能治理机制。因此,学术研究人员可以通过研究不同人工智能审计程序的可行性和有效性来发挥重要作用。第三,人工智能审计本质上是一项多学科工作,计算机科学家和工程师以及社会科学家、哲学家、法律学者和行业从业者都对此做出了重大贡献。反映这种观点的多样性,不同的人工智能审计方法具有不同的支持和约束。具体来说,可以区分面向技术的审计和面向过程的审计,前者侧重于人工智能系统的属性和能力,后者侧重于技术提供商的治理结构和质量管理系统。本文的结论是,审计作为人工智能治理机制发展的下一步应该是将这些可用和互补的方法相互联系到结构化和整体的程序中,不仅要审计人工智能系统的设计和使用方式,还要审计它们在应用环境中如何随着时间的推移影响用户、社会和自然环境。
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引用次数: 1
Automated Content Writing Tools and the Question of Objectivity 自动化内容写作工具和客观性问题
Pub Date : 2023-11-08 DOI: 10.1007/s44206-023-00082-y
Federica Russo
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引用次数: 0
Norms for Academic Writing in the Era of Advanced Artificial Intelligence 高级人工智能时代的学术写作规范
Pub Date : 2023-11-02 DOI: 10.1007/s44206-023-00079-7
Simon Friederich, Jonathan Symons
Abstract If and when artificial intelligence systems become superhuman in more aspects of analytic reasoning, this will inevitably have a strong impact on the social organisation of science, including academic writing, reviewing, and publishing. We consider how norms of academic publishing should be adjusted as this happens. To do so, we propose four intuitively plausible desiderata that norms of academic publishing should fulfil in the age of increasingly advanced artificial intelligence (AI) and argue that there are no “quick fixes” to current norms that fulfil these desiderata. To indicate the scale of change needed to prepare academic publishing for the era of increasingly advanced AI, we tentatively sketch a more promising novel system of norms. Our proposal centres around the idea that AI systems should “sign off’’ on statements that outline the human and AI contributions to academic research. We discuss possible challenges for this proposal and highlight the type of technological and regulatory infrastructure that would be needed to enable it.
当人工智能系统在分析推理的更多方面超越人类时,这将不可避免地对科学的社会组织产生强烈影响,包括学术写作、评审和出版。我们考虑在这种情况下,学术出版规范应该如何调整。为此,我们提出了在日益先进的人工智能(AI)时代,学术出版规范应该满足的四个直观上看似合理的愿望,并认为目前的规范没有“快速修复”来满足这些愿望。为了表明为日益先进的人工智能时代准备学术出版所需的变化规模,我们暂时勾勒出一个更有前途的新规范体系。我们的提议围绕着这样一个想法:人工智能系统应该“签署”概述人类和人工智能对学术研究贡献的声明。我们讨论了该提案可能面临的挑战,并强调了实现该提案所需的技术和监管基础设施类型。
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引用次数: 0
Making AI’s Impact on Pathology Visible: Using Ethnographic Methods for Ethical and Epistemological Insights 使人工智能对病理学的影响可见:使用民族志方法进行伦理和认识论见解
Pub Date : 2023-10-27 DOI: 10.1007/s44206-023-00072-0
Megan M. Milota, Jojanneke M. T. M. Drogt, Karin R. Jongsma
Abstract The field of pathology is currently undergoing fundamental changes, including the transition from analog to digital workspaces and the integration of Artificial Intelligence (AI) into digital diagnostic workflows. Discussing the ethical implications of these changes is complicated by the fact that both laypersons and medical professionals know relatively little about the ways pathologists conduct their daily work. To reveal the largely ‘invisible’ daily practices of pathology departments and better understand the ongoing processes of innovation within the field, we employed a variety of ethnographic methods: interviews, participant observations, and ethnographic filming. Approaching AI in pathology through three different angles helped us to gain rich knowledge and meaningful insights about the ways AI should impact pathologists’ and lab technicians’ roles and responsibilities. In this article, we describe the benefits and downsides of our ‘slow approach’ to data collection and invite those working on similar topics involving the complex dynamics of digital transitions to reflect on whether such methods might also benefit their research.
病理学领域目前正在经历根本性的变化,包括从模拟到数字工作空间的过渡以及人工智能(AI)与数字诊断工作流程的集成。讨论这些变化的伦理含义是复杂的,因为外行人和医学专业人员对病理学家进行日常工作的方式都知之甚少。为了揭示病理部门在很大程度上“不可见”的日常实践,并更好地了解该领域内正在进行的创新过程,我们采用了各种民族志方法:访谈、参与者观察和民族志拍摄。通过三个不同的角度来研究病理学中的人工智能,有助于我们获得丰富的知识和有意义的见解,了解人工智能应该如何影响病理学家和实验室技术人员的角色和责任。在本文中,我们描述了我们的“缓慢方法”在数据收集方面的好处和缺点,并邀请那些从事涉及数字转型复杂动态的类似主题的研究人员反思这些方法是否也可能有利于他们的研究。
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引用次数: 0
Human-Curated Validation of Machine Learning Algorithms for Health Data 健康数据机器学习算法的人工策划验证
Pub Date : 2023-10-19 DOI: 10.1007/s44206-023-00076-w
Magnus Boman
Abstract Validation of machine learning algorithms that take health data as input is analysed, leveraging on an example from radiology. A 2-year study of AI use in a university hospital and a connected medical university indicated what was often forgotten by human decision makers in the clinic and by medical researchers. A nine-item laundry list that does not require machine learning expertise to use resulted. The list items guide stakeholders toward complete validation processes and clinical routines for bias-aware, sound, energy-aware and efficient data-driven reasoning for health. The list can also prove useful to machine learning developers, as a list of minimal requirements for successful implementation in the clinic.
摘要以放射学为例,分析了以健康数据为输入的机器学习算法的验证。一项对大学医院和相关医科大学的人工智能使用情况进行的为期两年的研究表明,诊所的人类决策者和医学研究人员经常忘记这一点。结果是一个不需要机器学习专业知识就能使用的九项清单。清单项目指导利益攸关方进行完整的验证程序和临床程序,以实现有偏见意识的、健全的、有能量意识的和有效的数据驱动的健康推理。该列表也可以证明对机器学习开发人员有用,作为在诊所成功实施的最低要求列表。
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引用次数: 0
Virtual Sovereignty: Examining the Legal Status of Micronations in Cyberspace Through the Case of the Republic of Errant Menda Lerenda 虚拟主权:以误入歧途的门达·莱伦达共和国为例考察微国家在网络空间中的法律地位
Pub Date : 2023-10-18 DOI: 10.1007/s44206-023-00067-x
Alesia Zhuk
Abstract This paper examines the legal status of micronations claiming virtual sovereignty in cyberspace, using the case of the Republic of Errant Menda Lerenda (REML) as an example. The REML is a micronation that claims to have virtual sovereignty over a network of individuals who share its values and beliefs. Through an in-depth analysis of existing literature and sources, this paper explores the legal implications of virtual sovereignty and the challenges that micronations face in establishing legitimacy in the international community. The paper concludes that while the lack of recognition of virtual states by the international community limits their ability to engage in formal relations with other states, virtual sovereignty raises important questions about the concept of statehood in the digital age. This paper suggests that further research is needed to explore the legal and practical implications of virtual sovereignty and to develop new frameworks for determining the legitimacy of virtual states.
摘要本文以误入门达莱伦达共和国(REML)为例,探讨了在网络空间中主张虚拟主权的微型国家的法律地位。REML是一个微型国家,声称对分享其价值观和信仰的个人网络拥有虚拟主权。通过对现有文献和资料的深入分析,本文探讨了虚拟主权的法律含义以及微型国家在国际社会中建立合法性所面临的挑战。本文的结论是,虽然国际社会对虚拟国家的不承认限制了它们与其他国家建立正式关系的能力,但虚拟主权提出了关于数字时代国家地位概念的重要问题。本文认为,需要进一步研究虚拟主权的法律和实践意义,并制定确定虚拟国家合法性的新框架。
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引用次数: 0
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Digital society : ethics, socio-legal and governance of digital technology
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