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The impending disruption of creative industries by generative AI: Opportunities, challenges, and research agenda 生成式人工智能即将颠覆创意产业:机遇、挑战和研究议程
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-02-08 DOI: 10.1016/j.ijinfomgt.2024.102759
Joseph Amankwah-Amoah, Samar Abdalla, Emmanuel Mogaji, Amany Elbanna, Yogesh K. Dwivedi

Despite the debate on the potential effects of the adoption of generative artificial intelligence (AI) in modern societies in terms, there needs to be more clarity in the scholarly discourse and directions for the creative industries. In this editorial article, we discuss the potential impact of generative AI adoption on the creative industries and outline future research agendas. We argue that the successful adoption of generative AI in the creative industries lies in finding the delicate balance between maintaining human ingenuity and reaping the benefits of technological innovation. Unlike other industrial sectors, where AI primarily automates repetitive tasks, creative professionals can use generative AI as a collaborative tool to spark new avenues for creativity, streamline workflows, and accelerate creative processes. However, maintaining the human touch and authenticity that define the output of the creative industries remains a challenge for the industry and society. We examine these issues in the paper.

尽管人们对现代社会采用生成式人工智能(AI)的潜在影响争论不休,但学术界的讨论和创意产业的发展方向还需要更加明确。在这篇社论文章中,我们讨论了采用生成式人工智能对创意产业的潜在影响,并概述了未来的研究议程。我们认为,要在创意产业中成功采用生成式人工智能,就必须在保持人类聪明才智与收获技术创新成果之间找到微妙的平衡。与人工智能主要将重复性任务自动化的其他工业部门不同,创意专业人员可以将生成式人工智能作为一种协作工具,激发新的创意途径,简化工作流程,加快创意进程。然而,保持创意产业产出的人情味和真实性,仍然是该行业和社会面临的一项挑战。我们将在本文中探讨这些问题。
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引用次数: 0
Dress to impress and serve well to prevail – Modelling regressive discontinuance for social networking sites 衣冠楚楚,服务周到 - 社交网站的倒退式终止模型
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-02-08 DOI: 10.1016/j.ijinfomgt.2024.102756
Mohina Gandhi , Arpan Kumar Kar

Regressive discontinuance is a form of IS discontinuance that occurs due to adoption failure. The phenomenon of regressive discontinuance takes place between the adoption and continuation stages. Among the other types of IS discontinuance, this phenomenon has received little attention earlier due to the sparse availability of IS solutions. However, there are abundant IS solutions in this digital age, and keeping a user committed to it for a longer duration is a challenge. This study has been developed to enhance the knowledge about the regressive discontinuance phenomenon by employing the exploratory sequential design of mixed methods research designs. With the help of information processing and experiential perspectives of consumption, we developed a conceptual model in phase one using qualitative research. The lens of complexity theory was further utilized to identify those composite conditions that result in regressive discontinuance. A contrarian analysis, necessary condition analysis, and sufficient condition analysis have been performed to deduce the core and peripheral conditions that affect a person’s early discontinuation decision. This study has been conducted for mobile social media applications and has implications for multiple stakeholders.

倒退性中断是由于采用失败而出现的一种基础设施服务中断形式。倒退性中断现象发生在采用阶段和延续阶段之间。在其他类型的基础设施服务中断中,这种现象早先很少受到关注,原因是基础设施服务解决方案很少。然而,在这个数字时代,有大量的信息系统解决方案,要让用户长期使用是一项挑战。本研究采用了混合方法研究设计中的探索性顺序设计,旨在增进对倒退性中断现象的了解。在信息处理和消费体验视角的帮助下,我们在第一阶段利用定性研究建立了一个概念模型。我们进一步利用复杂性理论的视角,确定了导致倒退性中断的综合条件。通过逆向分析、必要条件分析和充分条件分析,我们推断出了影响个人提前终止决定的核心和外围条件。这项研究是针对移动社交媒体应用进行的,对多个利益相关者都有影响。
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引用次数: 0
Comparing the effectiveness of recommendation agents across devices 比较不同设备上推荐代理的有效性
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-02-08 DOI: 10.1016/j.ijinfomgt.2024.102758
Prashanth Ravula , Amit Bhatnagar , Subhash Jha

This research empirically studies whether recommendation agents are as effective on newer, mobile devices (i.e., tablets, smartphones) as they are on older, stationary ones (i.e., desktop computers). We analyze clickstream data from Airbnb with a novel econometric model based on beta and logit regressions and estimated within the Bayesian framework. The model controls for self-selectivity bias. Our empirical findings show that recommendation agents are less effective on mobile devices; the number of recommended alternatives clicked by smartphone (desktop computer) users is smaller (larger) than that of tablet users. This is managerially important as we also show that a consumer’s purchase likelihood is directly related to the number of recommended alternatives evaluated by them. Furthermore, we found that men and younger consumers rely less on recommendation agents. Our results highlight the importance of redesigning recommendation agents for mobile devices as well as identifying consumer segments that need stronger incentives to shop online.

本研究从经验角度研究了推荐代理在较新的移动设备(即平板电脑和智能手机)上是否与在较旧的固定设备(即台式电脑)上一样有效。我们使用基于贝塔和对数回归的新型计量经济模型分析了 Airbnb 的点击流数据,并在贝叶斯框架内进行了估计。该模型控制了自我选择偏差。我们的实证研究结果表明,推荐代理在移动设备上的效果较差;智能手机(台式电脑)用户点击的推荐替代品数量少于(多于)平板电脑用户。这在管理上非常重要,因为我们还表明,消费者的购买可能性与他们评估的推荐替代品数量直接相关。此外,我们还发现男性和年轻消费者对推荐代理的依赖程度较低。我们的研究结果凸显了为移动设备重新设计推荐代理以及识别需要更强的网上购物激励的消费者群体的重要性。
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引用次数: 0
“Real impact”: Challenges and opportunities in bridging the gap between research and practice – Making a difference in industry, policy, and society "真正的影响":缩小研究与实践差距的挑战与机遇 - 在产业、政策和社会中发挥作用
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-02-04 DOI: 10.1016/j.ijinfomgt.2023.102750
Yogesh K. Dwivedi, Anand Jeyaraj, Laurie Hughes, Gareth H. Davies, Manju Ahuja , Mousa Ahmed Albashrawi , Adil S. Al-Busaidi , Salah Al-Sharhan , Khalid Ibrahim Al-Sulaiti , Levent Altinay , Shem Amalaya , Sunil Archak , María Teresa Ballestar , Shonil A. Bhagwat , Anandhi Bharadwaj , Amit Bhushan , Indranil Bose , Pawan Budhwar , Deborah Bunker , Alexandru Capatina , Paul Walton

Achieving impact from academic research is a challenging, complex, multifaceted, and interconnected topic with a number of competing priorities and key performance indicators driving the extent and reach of meaningful and measurable benefits from research. Academic researchers are incentivised to publish their research in high-ranking journals and academic conferences but also to demonstrate the impact of their outputs through metrics such as citation counts, altmetrics, policy and practice impacts, and demonstrable institutional decision-making influence. However, academic research has been criticized for: its theoretical emphasis, high degree of complexity, jargon-heavy language, disconnect from industry and societal needs, overly complex and lengthy publishing timeframe, and misalignment between academic and industry objectives. Initiatives such as collaborative research projects and technology transfer offices have attempted to deliver meaningful impact, but significant barriers remain in the identification and evaluation of tangible impact from academic research. This editorial focusses on these aspects to deliver a multi-expert perspective on impact by developing an agenda to deliver more meaningful and demonstrable change to how “impact” can be conceptualized and measured to better align with the aims of academia, industry, and wider society. We present the 4D model - Design, Deliver, Disseminate, and Demonstrate - to provide a structured approach for academia to better align research endeavors with practice and deliver meaningful, tangible benefits to stakeholders.

实现学术研究的影响力是一个具有挑战性的、复杂的、多层面的、相互关联的课题,有许多相互竞争的优先事项和关键绩效指标在推动着研究产生有意义的、可衡量的效益的程度和范围。学术研究人员有动力在高级期刊和学术会议上发表自己的研究成果,同时也有动力通过引用次数、高度计量、政策和实践影响以及可证明的机构决策影响等指标来展示其成果的影响力。然而,学术研究一直饱受诟病:偏重理论、高度复杂、术语繁多、与行业和社会需求脱节、过于复杂和冗长的出版时限,以及学术目标与行业目标不一致。合作研究项目和技术转让办公室等举措试图产生有意义的影响,但在识别和评估学术研究的实际影响方面仍存在重大障碍。这篇社论将重点关注这些方面,通过制定一项议程,对 "影响 "的概念化和衡量方式进行更有意义、更可证明的变革,从而更好地与学术界、产业界和更广泛的社会目标保持一致,从而为影响提供一个多元专家视角。我们提出了 4D 模型--设计、交付、传播和展示--为学术界提供一种结构化方法,以便更好地将研究工作与实践相结合,并为利益相关者带来有意义的实际利益。
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引用次数: 0
Artificial intelligence innovation of tourism businesses: From satisfied tourists to continued service usage intention 旅游企业的人工智能创新:从满意的游客到持续使用服务的意向
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-01-25 DOI: 10.1016/j.ijinfomgt.2024.102757
Edward C.S. Ku , Chun-Der Chen

The study analyzes how tourism businesses satisfy customers through artificial intelligence innovation services. Based on the socio-technical system perspective and emotions, the research framework was proposed and analyzed using the partial least squares (PLS-SEM) approach. By collecting questionnaire data over two years (2022 and 2023 from Beijing, Hangzhou, Taipei, and Singapore) and conducting in-depth interviews with a well-known travel agency and AI service development company in Taiwan, this could thus provide a combination of quantitative and qualitative evidence to enhance the study's validity. Our research findings indicate that AI innovation and new product advantage significantly enhance functional benefits, strengthening tourist satisfaction and continued AI service usage intention. However, the moderating effects of positive user experience and perceived anthropomorphism are not supported. Building upon the previous research results, this study proposes relevant theoretical contributions, practical implications, and insightful suggestions for tourism businesses seeking to implement AI services to improve customer satisfaction.

本研究分析了旅游企业如何通过人工智能创新服务满足客户需求。研究基于社会技术系统视角和情感,提出了研究框架,并采用偏最小二乘法(PLS-SEM)进行分析。通过在北京、杭州、台北和新加坡收集两年(2022 年和 2023 年)的问卷数据,并对台湾一家知名旅行社和人工智能服务开发公司进行深度访谈,从而提供定量和定性相结合的证据,增强研究的有效性。我们的研究结果表明,人工智能创新和新产品优势显著提升了功能效益,增强了游客满意度和持续使用人工智能服务的意愿。然而,积极的用户体验和感知拟人化的调节作用没有得到支持。在前人研究成果的基础上,本研究提出了相关的理论贡献、实践启示,并为旅游企业寻求实施人工智能服务以提高顾客满意度提出了有见地的建议。
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引用次数: 0
Challenges in the adoption of sustainability information systems: A study on green IS in organizations 采用可持续性信息系统的挑战:组织中的绿色信息系统研究
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-01-25 DOI: 10.1016/j.ijinfomgt.2024.102754
Jeanine Kirchner-Krath , Benedikt Morschheuser , Nevena Sicevic , Nannan Xi , Harald F.O. von Korflesch , Juho Hamari

Economic, social and ecological sustainability presents one of the greatest challenges of our society. As a result, there is growing pressure on a variety of organizations to implement sustainability programs, such as inclusion training related to social sustainability, cost management programs related to economic sustainability, and perhaps most importantly, green (information) systems related to environmental sustainability. Not only is multi-faceted sustainability most beneficial to organizations at large, but also there are several categorical thresholds that organizations must meet in order to be certified. For these reasons, companies are increasingly adopting information systems (IS) for sustainability in their operations. Specifically, programs designed to influence employee motivation, attitudes, beliefs, and behaviors are gaining attention. While there is a long tradition of research on technology adoption, such sustainability systems harbor several new phenomena, both with respect to individual and organizational adoption. Therefore, in this study, we explore the challenges of adopting sustainability systems in organizational contexts. Using activity theory and innovation diffusion theory, and with technology adoption theory as the backdrop of our investigation, we conduct a qualitative field study in four small- and medium- sized companies. Using both theory-guided deductive and inductive interpretation phases, we illuminate adoption challenges through combined intersections of adoption stages (knowledge, persuasion, decision, implementation, and confirmation) and activity domains (subject, instrument, object, community, rules). We then shed light on the severity and importance of these challenges through an expert validation study with green IS experts. In discussing the challenges in light of motivational and green IS design, we posit four dilemmas in green IS adoption that arise from tensions in the specific context of sustainability in organizations. Our findings expand existing knowledge in research on green IS, motivational IS design and sustainable behavior change interventions and yield several theoretical and practical avenues for future inquiry and endeavour.

经济、社会和生态的可持续发展是我们社会面临的最大挑战之一。因此,各种组织实施可持续发展计划的压力与日俱增,例如与社会可持续发展相关的包容性培训、与经济可持续发展相关的成本管理计划,以及也许最重要的与环境可持续发展相关的绿色(信息)系统。多方面的可持续发展不仅对整个组织最为有利,而且组织要想获得认证,还必须达到几个分类门槛。出于这些原因,越来越多的公司在运营中采用可持续发展信息系统(IS)。具体来说,旨在影响员工积极性、态度、信念和行为的计划越来越受到关注。虽然有关技术采用的研究由来已久,但此类可持续发展系统在个人和组织采用方面却隐藏着一些新现象。因此,在本研究中,我们将探讨在组织环境中采用可持续发展系统所面临的挑战。我们运用活动理论和创新扩散理论,以技术采用理论为研究背景,对四家中小型企业进行了实地定性研究。通过理论指导下的演绎和归纳解释阶段,我们通过采用阶段(知识、说服、决策、实施和确认)和活动领域(主体、工具、客体、社区、规则)的综合交叉,阐明了采用所面临的挑战。然后,我们通过对绿色信息系统专家的专家验证研究,阐明了这些挑战的严重性和重要性。在从动机和绿色信息系统设计的角度讨论这些挑战时,我们提出了绿色信息系统采用过程中的四个困境,这些困境源于组织可持续发展这一特定背景下的紧张关系。我们的研究结果拓展了有关绿色信息系统、激励性信息系统设计和可持续行为改变干预研究的现有知识,并为未来的探索和努力提供了若干理论和实践途径。
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引用次数: 0
Artificial intelligence vs. autonomous decision-making in streaming platforms: A mixed-method approach 流媒体平台中的人工智能与自主决策:混合方法
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-01-23 DOI: 10.1016/j.ijinfomgt.2023.102748
Ana Rita Gonçalves , Diego Costa Pinto , Saleh Shuqair , Marlon Dalmoro , Anna S. Mattila

Although the empowerment of technology is of great value to society, little is known about its downstream effects on consumers' decisions. This research draws on the expectation–confirmation theory and autonomy in artificial intelligence (AI) and investigates how AI (vs. autonomous choice) has detrimental effects on consumer outcomes, creating an autonomy-technology tension — i.e., the conflict arising from AI technology diminishing consumers' autonomy in their choices. Four studies using a mixed-method approach reveal that the use of AI recommendations in streaming platforms creates an autonomy-technology tension that reduces consumers' performance expectancy, thus lowering their satisfaction. However, such effects are contingent on the nature of the AI recommendations. While a mismatch between AI recommendations and consumer preferences might backfire, AI's negative effect is mitigated when choices match consumers' preferences. We make significant theoretical and practical contributions to empirical research on consumers' sense of autonomy while interacting with AI.

尽管技术赋权对社会具有重大价值,但人们对其对消费者决策的下游影响却知之甚少。本研究借鉴了预期确认理论和人工智能(AI)中的自主性,探讨了人工智能(与自主选择相比)如何对消费者的结果产生不利影响,从而造成自主性与技术之间的紧张关系--即人工智能技术削弱了消费者的自主选择权而产生的冲突。采用混合方法进行的四项研究表明,流媒体平台中人工智能推荐的使用造成了自主-技术紧张关系,降低了消费者的绩效预期,从而降低了他们的满意度。然而,这种影响取决于人工智能推荐的性质。虽然人工智能推荐与消费者偏好不匹配可能会适得其反,但当选择与消费者偏好相匹配时,人工智能的负面影响就会减轻。我们对消费者在与人工智能互动时的自主感的实证研究做出了重要的理论和实践贡献。
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引用次数: 0
Blockchain technology and privacy regulation: Reviewing frictions and synthesizing opportunities 区块链技术与隐私监管:审视摩擦,总结机遇
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-01-16 DOI: 10.1016/j.ijinfomgt.2024.102753
Oluwafemi Akanfe , Diane Lawong , H. Raghav Rao

As the application of Blockchain Technology (BCT) grows across several industries, its inherent decentralized and immutable nature raises some conflicting issues concerning privacy regulation. The enforcement of privacy regulations like the General Data Protection Regulation (GDPR) exemplifies these challenges, as certain stringent privacy requirements within GDPR may conflict with BCT's features. However, little attention is given to such critical issues. This study draws on the Technology-Organization-Environment (TOE) theoretical lens as a mechanism to unfold the issue. The current research focuses on exploring the tensions and the opportunities for synergy through the lens of TOE to prevent privacy regulatory compliance failure. We analyzed 71 multidisciplinary research studies that highlight the areas of friction and present a unifying structure for research synthesis. In response to the identified areas of friction and potential opportunities for coexistence, we formulate nine research propositions centered around six prominent and contentious data privacy and protection requirements within the GDPR. This research contributes to the broader discourse on privacy regulatory-compliant blockchain-based solutions by providing a theoretical foundation for future investigation into this critical area. The study suggests that reconciling BCT and privacy regulation requirements will unlock BCT's full potential, creating a secure, privacy-conscious technology infrastructure and offering practical implications and insights for policymakers.

随着区块链技术(BCT)在多个行业的应用日益广泛,其固有的去中心化和不可变性引发了一些与隐私监管相关的冲突问题。通用数据保护条例》(GDPR)等隐私法规的实施就体现了这些挑战,因为 GDPR 中某些严格的隐私要求可能与 BCT 的特性相冲突。然而,人们很少关注这些关键问题。本研究从技术-组织-环境(TOE)的理论视角出发,将其作为展开这一问题的机制。当前研究的重点是通过 TOE 的视角探索协同作用的紧张关系和机会,以防止隐私法规遵从失败。我们分析了 71 项多学科研究,这些研究突出了摩擦领域,并为研究综述提供了一个统一的结构。针对已确定的摩擦领域和潜在的共存机会,我们围绕 GDPR 中六项突出且有争议的数据隐私和保护要求提出了九项研究主张。这项研究为这一关键领域的未来研究提供了理论基础,有助于更广泛地讨论符合隐私监管要求的基于区块链的解决方案。研究表明,协调区块链技术和隐私法规要求将释放区块链技术的全部潜力,创建一个安全、具有隐私意识的技术基础设施,并为政策制定者提供实际影响和见解。
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引用次数: 0
Enhancing recommendation acceptance: Resolving the personalization–privacy paradox in recommender systems: A privacy calculus perspective 提高推荐接受度:解决推荐系统中的个性化与隐私悖论:隐私微积分视角
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-01-16 DOI: 10.1016/j.ijinfomgt.2024.102755
Yedi Wang , Jiaji Zhu , Renhuai Liu , Yushi Jiang

The concept of recommendation acceptance intention (RAI) refers to the willingness of an individual to adopt and use recommender systems. However, contemporary recommender systems, relying solely on accuracy as an evaluation metric have demonstrated subpar performance. The evolving landscape requires the integration of multiple objectives, including relevance, diversity, novelty, and coverage. This study investigates the influence of distinct product organization formats (similar vs. related products) on consumer reactions, aiming to reduce privacy concerns while achieving objectives such as relevance and variety. Grounded in the privacy calculus theory and personalization–privacy paradox framework, this study asserts that organization formats prompt consumers to evaluate a recommender system, considering both privacy risks and personalization benefits. Findings from three experiments and one qualitative study indicate that a related product organization format effectively decreases consumer perceptions of privacy violation while enhancing their perceptions of variety compared to a similar product organization format. This result contributes to RAI and shapes consumer preferences for recommender systems. Moreover, this research distinguishes the mechanisms underlying the influence of organization formats on RAI in the context of different product types, such as durable goods and consumables. This distinction enhances implications for designing recommender systems in e-commerce.

推荐接受意向(RAI)的概念是指个人采纳和使用推荐系统的意愿。然而,当代的推荐系统仅仅依赖于准确性作为评估指标,其表现并不尽如人意。不断发展的形势要求整合多种目标,包括相关性、多样性、新颖性和覆盖面。本研究调查了不同产品组织形式(相似产品与相关产品)对消费者反应的影响,旨在减少隐私问题,同时实现相关性和多样性等目标。本研究以隐私计算理论和个性化-隐私悖论框架为基础,认为组织形式会促使消费者在评估推荐系统时同时考虑隐私风险和个性化优势。三项实验和一项定性研究的结果表明,与类似的产品组织形式相比,相关的产品组织形式能有效降低消费者对隐私侵犯的感知,同时增强他们对多样性的感知。这一结果有助于 RAI,并影响消费者对推荐系统的偏好。此外,这项研究还区分了不同产品类型(如耐用品和消费品)中组织形式对 RAI 的影响机制。这种区分增强了在电子商务中设计推荐系统的意义。
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引用次数: 0
Guest editorial: More supportive or more distractive? Investigating the negative effects of technology at the customer interface 特邀社论:更多支持还是更多干扰?调查客户界面技术的负面影响
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-01-12 DOI: 10.1016/j.ijinfomgt.2023.102752
Eleonora Pantano, Jamie Carlson, Konstantina Spanaki, George Christodoulides

The continuous development of technology leads to stimuli-dense consumption environments for consumers. Although the literature primarily highlighted the advantages of adopting technologies to support consumers’ decision-making process, these systems may also require too much attention and excessive effort to be considered always rewarding. Accordingly, this special issue addresses the interplay between technology-supported consumption experiences and the related distracting mechanisms triggered by this interaction in varied contexts. Specifically, the actual collection of papers in this special issue covers three main themes: (1) conceptualizing a Customer Smartphone Distraction (CSD) organizing framework, (2) drivers (including musical atmosphere, the context of the application, parasocial interaction and anthropomorphisms of virtual agents), and (3) consequences (cognitive, affective and behavioral responses, including sensory overload and discomfort).

技术的不断发展为消费者带来了刺激密集的消费环境。尽管文献主要强调了采用技术来支持消费者决策过程的优势,但这些系统也可能需要过多的注意力和过多的努力,以至于被认为始终是有益的。因此,本特刊探讨了在不同情境下,技术支持的消费体验与由这种互动引发的相关分心机制之间的相互作用。具体来说,本特刊的论文集涵盖三大主题:(1) 客户智能手机分心(CSD)组织框架的概念化,(2) 驱动因素(包括音乐氛围、应用背景、寄生社会互动和虚拟代理的拟人化),以及 (3) 后果(认知、情感和行为反应,包括感官超载和不适)。
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引用次数: 0
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International Journal of Information Management
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