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C-XAI: A conceptual framework for designing XAI tools that support trust calibration C-XAI:设计支持信任校准的 XAI 工具的概念框架
Pub Date : 2024-01-26 DOI: 10.1016/j.jrt.2024.100076
Mohammad Naiseh , Auste Simkute , Baraa Zieni , Nan Jiang , Raian Ali

Recent advancements in machine learning have spurred an increased integration of AI in critical sectors such as healthcare and criminal justice. The ethical and legal concerns surrounding fully autonomous AI highlight the importance of combining human oversight with AI to elevate decision-making quality. However, trust calibration errors in human-AI collaboration, encompassing instances of over-trust or under-trust in AI recommendations, pose challenges to overall performance. Addressing trust calibration in the design process is essential, and eXplainable AI (XAI) emerges as a valuable tool by providing transparent AI explanations. This paper introduces Calibrated-XAI (C-XAI), a participatory design framework specifically crafted to tackle both technical and human factors in the creation of XAI interfaces geared towards trust calibration in Human-AI collaboration. The primary objective of the C-XAI framework is to assist designers of XAI interfaces in minimising trust calibration errors at the design level. This is achieved through the adoption of a participatory design approach, which includes providing templates, guidance, and involving diverse stakeholders in the design process. The efficacy of C-XAI is evaluated through a two-stage evaluation study, demonstrating its potential to aid designers in constructing user interfaces with trust calibration in mind. Through this work, we aspire to offer systematic guidance to practitioners, fostering a responsible approach to eXplainable AI at the user interface level.

机器学习的最新进展促使人工智能越来越多地融入医疗保健和刑事司法等关键领域。围绕完全自主的人工智能的伦理和法律问题凸显了将人类监督与人工智能相结合以提高决策质量的重要性。然而,人类与人工智能合作中的信任校准误差,包括对人工智能建议的过度信任或信任不足,给整体性能带来了挑战。在设计过程中解决信任校准问题至关重要,而可解释人工智能(XAI)通过提供透明的人工智能解释,成为一种有价值的工具。本文介绍了校准人工智能(Calibrated-XAI,C-XAI),这是一个参与式设计框架,专门用于在创建 XAI 界面时解决技术和人为因素,以实现人机协作中的信任校准。C-XAI 框架的主要目标是帮助 XAI 界面的设计者在设计层面最大限度地减少信任校准误差。这是通过采用参与式设计方法来实现的,其中包括提供模板、指导以及让不同的利益相关者参与设计过程。C-XAI 的功效通过两个阶段的评估研究进行了评估,证明了它在帮助设计者在构建用户界面时考虑信任校准的潜力。通过这项工作,我们希望为从业人员提供系统性指导,在用户界面层面促进负责任的可解释人工智能方法。
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引用次数: 0
Principles of digital humanism: A critical post-humanist view 数字人文主义的原则:一种批判性的后人文主义观点
Pub Date : 2024-01-20 DOI: 10.1016/j.jrt.2024.100075
Erich Prem

Digital humanism emerges from serious concerns about the way in which digitisation develops, its impact on society and on humans. While its motivation is clear and broadly accepted, it is still an emerging field that does not yet have a universally accepted definition. Also, it is not always clear how to differentiate digital humanism from other similar endeavours. In this article, we critically investigate the notion of digital humanism and present its main principles as shared by its key proponents. These principles include the quest for human dignity and the ideal of a better society based on core values of the Enlightenment.

The paper concludes that digital humanism is to be treated as a technical endeavour to shape digital technologies and use them for digital innovation, a political endeavour investigating power shifts triggered by digital technology, and, at the same time, as a philosophical endeavour including the quest to delineate its scope and to draw boundaries for the digital.

Methodologically, digital humanism is an interdisciplinary effort to debate a broad range of digitisation shortfalls in their totality, from privacy infringements to power shifts, from human alienation to disownment. While it overlaps with a range of established fields and other movements, digital humanism reflects a new academic, engineering, and societal awareness of the challenges of digital technologies.

数字人文主义源于对数字化发展方式及其对社会和人类影响的严重关切。虽然数字人文主义的动机是明确的,也被广泛接受,但它仍然是一个新兴领域,还没有一个被普遍接受的定义。此外,如何将数字人文主义与其他类似活动区分开来,也不总是很清楚。在本文中,我们将对数字人文主义的概念进行批判性研究,并介绍其主要支持者所认同的 主要原则。本文的结论是,数字人文主义应被视为一种塑造数字技术并将其用于数字创新的技术努力,一种调查由数字技术引发的权力转移的政治努力,同时也是一种哲学努力,包括寻求界定其范围并为数字划定界限。从方法论上讲,数字人文主义是一种跨学科的努力,旨在对数字化的各种缺陷进行全面辩论,从侵犯隐私到权力转移,从人类异化到剥夺权利。虽然数字人文主义与一系列成熟的领域和其他运动重叠,但它反映了学术界、工程界和社会对数字技术挑战的新认识。
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引用次数: 0
Exploring value dilemmas of brain monitoring technology through speculative design scenarios 通过推测性设计方案探索大脑监测技术的价值困境
Pub Date : 2024-01-03 DOI: 10.1016/j.jrt.2023.100074
Martha Risnes , Erik Thorstensen , Peyman Mirtaheri , Arild Berg

In the field of brain monitoring, the advancement of more user-friendly wearable and non-invasive devices is introducing new opportunities for application outside the lab and clinical use. Despite the growing importance of responsible innovation, there remains a knowledge gap in addressing the possible impacts of wearable non-invasive brain monitoring technology on mental health and well-being. Addressing this, our main aim was to study the use of speculative design scenarios as a method to describe potential value dilemmas associated with this new technology. Through a qualitative study, we invited participants to engage in discussions regarding three variations of wearable non-invasive brain monitoring technology presented in speculative video scenarios. The study's findings describe how the discussions contribute towards promoting heuristics that can help foster more responsible innovation by identifying norms and value dilemmas through inclusive speculative design practices. This qualitative case study contributes to the literature on responsible innovation by demonstrating how responsible innovation frameworks can benefit from incorporating anticipatory speculative design methods aimed at early identification of potential value dilemmas.

在脑监测领域,更加方便用户使用的可穿戴和无创设备的发展为实验室和临床以外的应用带来了新的机遇。尽管负责任的创新越来越重要,但在解决可穿戴无创脑部监测技术可能对心理健康和幸福感产生的影响方面,仍然存在知识空白。为了解决这个问题,我们的主要目的是研究使用推测性设计情景作为一种方法,来描述与这种新技术相关的潜在价值困境。通过定性研究,我们邀请参与者参与讨论在推测性视频场景中呈现的三种可穿戴无创脑部监测技术。研究结果描述了讨论如何通过包容性的推测性设计实践来识别规范和价值困境,从而促进启发式方法的发展,帮助推动更负责任的创新。这项定性案例研究通过展示负责任的创新框架如何能够受益于旨在早期识别潜在价值困境的预见性推测设计方法,为有关负责任创新的文献做出了贡献。
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引用次数: 0
What is digital humanism? A conceptual analysis and an argument for a more critical and political digital (post)humanism 什么是数字人文主义?对更具批判性和政治性的数字(后)人文主义进行概念分析和论证
Pub Date : 2023-12-18 DOI: 10.1016/j.jrt.2023.100073
Mark Coeckelbergh

The term digital humanism is gaining traction in academia, but what does it mean? This brief discussion paper offers a conceptual analysis and discussion of the term and vision, thereby arguing for a more critical, posthumanist, and political version of digital humanism.

数字人文主义 "一词在学术界日益受到重视,但它究竟意味着什么?这篇简短的讨论文章对这一术语和愿景进行了概念分析和讨论,从而为更具批判性、后人文主义和政治色彩的数字人文主义提出了主张。
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引用次数: 0
Assessing responsible innovation training 评估负责任的创新培训
Pub Date : 2023-12-01 DOI: 10.1016/j.jrt.2023.100063
Bernd Carsten Stahl , Christine Aicardi , Laurence Brooks , Peter J. Craigon , Mayen Cunden , Saheli Datta Burton , Martin De Heaver , Stevienna De Saille , Serena Dolby , Liz Dowthwaite , Damian Eke , Stephen Hughes , Paul Keene , Vivienne Kuh , Virginia Portillo , Danielle Shanley , Melanie Smallman , Michael Smith , Jack Stilgoe , Inga Ulnicane , Helena Webb

There is broad agreement that one important aspect of responsible innovation (RI) is to provide training on its principles and practices to current and future researchers and innovators, notably including doctoral students. Much less agreement can be observed concerning the question of what this training should consist of, how it should be delivered and how it could be assessed. The increasing institutional embedding of RI leads to calls for the alignment of RI training with training in other subjects. One can therefore observe a push towards the official assessment of RI training, for example in the recent call for proposals for centres for doctoral training by UK Research and Innovation. This editorial article takes its point of departure from the recognition that the RI community will need to react to the call for assessment of RI training. It provides an overview of the background and open questions around RI training and assessment as a background of examples of RI training assessment at doctoral level. There is unlikely to be one right way of assessing RI training across institutions and disciplines, but we expect that the examples provided in this article can help RI scholars and practitioners orient their training and its assessment in ways that are academically viable as well as supportive of the overall aims of RI.

人们普遍认为,负责任创新(RI)的一个重要方面是为当前和未来的研究人员和创新者,特别是博士生提供有关其原则和实践的培训。关于这种培训应包括哪些内容、如何进行以及如何进行评估等问题,可以观察到的一致意见要少得多。越来越多的机构嵌入国际扶轮导致要求将国际扶轮训练与其他科目的训练结合起来。因此,人们可以观察到对国际扶轮培训进行官方评估的推动,例如最近呼吁建立英国研究与创新中心的博士培训中心。这篇社论的观点脱离了认识到国际扶轮社将需要对评估国际扶轮训练的呼吁作出反应。它提供了关于国际扶轮训练和评估的背景和开放性问题的概述,作为国际扶轮博士水平训练评估的背景例子。不太可能有一种正确的方法来评估跨机构和学科的国际扶轮训练,但我们期望本文提供的例子可以帮助国际扶轮学者和实践者以学术上可行的方式定位他们的训练和评估,并支持国际扶轮的总体目标。
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引用次数: 1
Responsibility of/in digital transformation 数字化转型的责任
Pub Date : 2023-12-01 DOI: 10.1016/j.jrt.2023.100068
Markus P. Zimmer , Jonna Järveläinen , Bernd C. Stahl , Benjamin Mueller

In this editorial, we chart a path for research on responsible digital transformation (DT). We draw on responsible innovation to provide a framework that can inform the research agenda of the emerging literature of responsible DT. First, we outline what we refer to as DT and how the existing debate overlooks key issues for making DT responsible. Second, we draw on the concept of responsible innovation to examine the meaning of responsibility in the context of innovation and translate it to DT. This leads us to understand responsible DT as two-dimensional including a process and an outcome dimension. Accordingly, we pose two questions: (1) when we can consider a DT process responsible (i.e., responsibility in DT), and (2) when we can consider DT outcomes responsible (i.e., the responsibility of DT). Offering suggestions on how we can approach studying these questions, we chart a path for responsible DT research. This path presents a new frontier within the DT discourse calling to our attention how DT—if we make responsibility of/in DT explicit—can be the solution rather than the problem.

在这篇社论中,我们为负责任的数字化转型(DT)研究指明了道路。我们借鉴负责任的创新,为负责任的数字化转型新兴文献的研究议程提供一个框架。首先,我们概述了我们所指的 DT,以及现有讨论如何忽略了使 DT 负责任的关键问题。其次,我们借鉴 "负责任的创新 "这一概念,研究创新背景下责任的含义,并将其转化为 DT。这使我们将负责任的 DT 理解为包括过程和结果两个维度。因此,我们提出了两个问题:(1) 何时我们可以认为 DT 过程是负责任的(即 DT 的责任);(2) 何时我们可以认为 DT 结果是负责任的(即 DT 的责任)。我们就如何研究这些问题提出了建议,为负责任的 DT 研究指明了道路。这条道路在 DT 讨论中开辟了一个新的前沿,唤起我们对 DT 的关注--如果我们明确 DT 的责任/在 DT 中的责任--如何成为解决方案而不是问题。
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引用次数: 0
The presence of Responsible Research and Innovation in the perspectives of Dutch policy officers regarding innovation with quantum technology 荷兰政策官员在量子技术创新方面的负责任研究和创新的存在
Pub Date : 2023-10-29 DOI: 10.1016/j.jrt.2023.100071
Ferdinand Griesdoorn, Maarten Kroesen, Pieter Vermaas, Ibo van de Poel

The European Union strives to align research and innovation to the values, needs and expectations of society to address societal challenges. To support this alignment the European Union endeavours to make Responsible Research and Innovation (RRI) part of the governmental policies on science and technology of its member states. If the European Union is effective in this endeavour, then principles that are common in the field of RRI should play a significant role in the perspectives that belong to the member states’ policy officers for research and innovation. In this paper we empirically check this by conducting a Q-method study on Dutch policy officers working on quantum technology-related policies. In this study we found four perspectives on innovation among these policy officers. In all these perspectives some of the RRI principles are present in merely a weak manner, or even absent, casting substantial doubts on whether RRI has become part of the EU member state governmental policies on science and technology.

欧盟努力将研究和创新与社会的价值观、需求和期望结合起来,以应对社会挑战。为了支持这一联盟,欧盟努力使负责任的研究与创新(RRI)成为其成员国政府科技政策的一部分。如果欧盟在这方面的努力是有效的,那么在RRI领域的共同原则应该在属于成员国研究和创新政策官员的观点中发挥重要作用。在本文中,我们通过对从事量子技术相关政策的荷兰政策官员进行q方法研究来实证检验这一点。在这项研究中,我们发现了这些政策官员创新的四种观点。在所有这些观点中,RRI的一些原则只是以一种微弱的方式存在,甚至不存在,这使人们对RRI是否已经成为欧盟成员国政府科学技术政策的一部分产生了实质性的怀疑。
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引用次数: 0
Responsible innovation and societal challenges: The multi-scalarity dilemma 负责任的创新与社会挑战:多尺度困境
Pub Date : 2023-10-29 DOI: 10.1016/j.jrt.2023.100072
Martijn Wiarda, Neelke Doorn

Societal challenges tend to be characterized by their multi-scalarity as problems emerge and co-evolve on multiple scales. Resolving these challenges requires innovators to navigate often conflicting considerations between multiple scales when dealing with complexity, uncertainty, and contestation. Innovators need to ground resolutions in local values and worldviews while simultaneously fitting these into global efforts to help drive systemic responses. Nevertheless, studies on Responsible Innovation commonly focus exclusively on a local or global scale. In this perspective paper, we explore rationales for these two prevalent but opposing approaches, and provide tentative insights into how multi-scalarity could be navigated by uniting scales through a hybrid approach. The paper proceeds by opening up research on multi-scalarity, and the geographical and relational aspects of Responsible Innovation in a broader sense.

社会挑战往往具有多尺度性,因为问题在多个尺度上出现并共同演化。解决这些挑战需要创新者在处理复杂性、不确定性和争议时,在多个尺度之间进行经常冲突的考虑。创新者需要将解决方案建立在当地价值观和世界观的基础上,同时将其融入全球努力,以帮助推动系统性反应。然而,对负责任创新的研究通常只关注当地或全球范围。在这篇前瞻性的论文中,我们探讨了这两种流行但相反的方法的基本原理,并提供了关于如何通过混合方法统一尺度来导航多尺度的初步见解。在此基础上,从广义上对责任创新的多尺度、地理和关系等方面展开研究。
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引用次数: 0
Data subject rights as a research methodology: A systematic literature review 数据主体权利作为一种研究方法:系统文献综述
Pub Date : 2023-10-12 DOI: 10.1016/j.jrt.2023.100070
Adamu Adamu Habu, Tristan Henderson

Data subject rights provide data controllers with obligations that can help with transparency, giving data subjects some control over their personal data. To date, a growing number of researchers have used these data subject rights as a methodology for data collection in research studies. No one, however, has gathered and analysed different academic research studies that use data subject rights as a methodology for data collection. To this end, we conducted a systematic literature review that searched, compiled, and analysed 32 academic studies that use data subject rights as a data collection method. We find that the right of access is the most commonly-used data subject right by researchers, most studies are interested in measuring data subject rights compliance, and that a variety of difficulties exist in conducting research studies with data subject rights. We conclude that researchers should explore other data subject rights for alternative purposes, ease the process of exercising data subject rights, and improve the scalability of these studies.

数据主体权利为数据控制者提供了有助于提高透明度的义务,使数据主体对其个人数据有一定的控制权。到目前为止,越来越多的研究人员在研究中使用这些数据主体权利作为数据收集的方法。然而,没有人收集和分析使用数据主体权利作为数据收集方法的不同学术研究。为此,我们进行了系统的文献综述,检索、汇编和分析了32项使用数据主体权利作为数据收集方法的学术研究。我们发现,访问权是研究人员最常用的数据主体权利,大多数研究都对衡量数据主体权利的合规性感兴趣,并且在对数据主体权利进行研究时存在各种困难。我们的结论是,研究人员应该探索其他数据主体权利以供替代,简化行使数据主体权利的过程,并提高这些研究的可扩展性。
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引用次数: 1
Review on Digital Lethargy: Dispatches from an age of disconnection. Tung-Hui Hu (2022). Massachusetts, USA. MIT Press 回顾数字昏睡:来自断网时代的调度。胡东辉(2022)。麻萨诸塞州,美国。麻省理工学院出版社
Pub Date : 2023-10-01 DOI: 10.1016/j.jrt.2023.100067
Siddharthiya Pillay

This review on the book 'Digital Lethargy: Dispatches from an Age of Disconnection' by Tung-Hui Hu explores Hu's conceptualisation of digital lethargy through a spiritual philosophical lens. Hu, who navigates this technological phenomenon of digital lethargy using various forms of performance art, challenges the idea that digital technologies support individuation when users are, in fact, tired of having to individuate. The review examines how Hu offers an alternative route to despair and destruction to those unfairly shouldering the burden of a biased digital age; a route, that perhaps, highlights the power held in the moments of idleness, of timepass, of lethargy, of endurance that exist almost imperceptibly between the forced lively clicks, swipes and movements of the digital world.

本文从精神哲学的角度对胡东辉的《数字昏睡:断网时代的记录》一书进行回顾,探讨胡东辉对数字昏睡的概念。胡用各种形式的行为艺术来驾驭这种数字昏睡的技术现象,挑战了数字技术支持个性化的观点,而事实上,用户已经厌倦了个性化。这篇评论探讨了胡如何为那些不公平地承担着偏见的数字时代的负担的人提供了通往绝望和毁灭的另一条道路;这条路线或许能突显出,在数字世界强迫的、生动的点击、滑动和移动之间,那些慵懒、时光流逝、昏昏欲睡、忍耐力的时刻所蕴含的力量。
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引用次数: 0
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Journal of responsible technology
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