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Determinants of Postgraduate Students′ Use of Artificial Intelligence (AI) in Academic Writing in Ghana: A Structural Equation Modelling Analysis 加纳研究生在学术写作中使用人工智能(AI)的决定因素:结构方程建模分析
IF 3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-11-07 DOI: 10.1155/hbe2/9943540
Gifty Edna Anani, Ernest Nyamekye, Daniel Bafour-Koduah

Academic writing has always been an arduous task, especially for postgraduate students at most African universities. Nonetheless, the emergence of artificial intelligence (AI) tools appears to have relieved postgraduate students of such supposed academic stress. Despite the concerns about the potential threat of AI to academic integrity, reports have indicated that postgraduate students are developing an increasing appreciation for the use of AI-powered tools in writing. This study, therefore, sought to uncover the potential determinants of postgraduate students′ use of AI tools in academic writing. A total of 339 postgraduate students from a Ghanaian higher educational institution participated in the study. Ajzen′s theory of planned behaviour was employed as a framework to investigate the determinants of AI use. The proposed hypotheses were all confirmed—that is, behavioural beliefs, control beliefs and normative beliefs were significant predictors of postgraduate students′ behavioural intention to use AI in academic writing. It was also revealed that postgraduate students′ behavioural intentions and their control beliefs had a significant direct effect on their actual use of AI in academic writing. The study contributes to global debates on AI in higher education by highlighting that postgraduate students′ readiness to adopt AI tools is shaped not only by individual attitudes but also by perceived academic norms and contextual constraints. These insights emphasise the need for policies and pedagogical frameworks that promote responsible, equitable and context-sensitive AI integration in postgraduate education.

学术写作一直是一项艰巨的任务,尤其是对大多数非洲大学的研究生来说。尽管如此,人工智能(AI)工具的出现似乎减轻了研究生们所谓的学业压力。尽管人们担心人工智能对学术诚信的潜在威胁,但有报告表明,研究生越来越欣赏在写作中使用人工智能工具。因此,本研究试图揭示研究生在学术写作中使用人工智能工具的潜在决定因素。来自加纳一所高等教育机构的339名研究生参与了这项研究。Ajzen的计划行为理论被用作研究人工智能使用决定因素的框架。提出的假设都得到了证实,即行为信念、控制信念和规范性信念是研究生在学术写作中使用人工智能的行为意图的显著预测因子。研究还发现,研究生的行为意图和控制信念对他们在学术写作中实际使用人工智能有显著的直接影响。该研究强调,研究生采用人工智能工具的意愿不仅受到个人态度的影响,还受到学术规范和背景限制的影响,从而促进了关于高等教育中人工智能的全球辩论。这些见解强调需要制定政策和教学框架,促进研究生教育中负责任、公平和对环境敏感的人工智能整合。
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引用次数: 0
Parental Mediation, Online Behaviour and Internet Addiction Risk in Children: A Qualitative Diary Study of Parental Perspectives 父母调解、上网行为与儿童网瘾风险:父母视角的质性日记研究
IF 3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-11-06 DOI: 10.1155/hbe2/8832647
Yansen Theopilus, Abdullah Al Mahmud, Hilary Davis, Johanna Renny Octavia, Nadia Athalia

Internet addiction in children has been widely recognised as a substantial health and well-being issue that needs further studies and interventions. Existing literature suggests that behaviours related to children’s internet use and parental mediation may influence their online risks. However, there is a lack of research exploring how those factors may be associated with internet addiction risk, particularly in the context of developing regions with a higher risk and prevalence. The present study aims to investigate parental perspectives on the meaningful characteristics of children’s online behaviour and parental mediation that may contribute to protecting children from internet addiction. We conducted qualitative descriptive research involving 22 parents of Indonesian primary school children with diverse internet addiction risk assessed using the Parent-Child Internet Addiction Test (PCIAT). The data were collected using a 7-day parental diary followed by a post-diary interview and analysed using content analysis. This study found that children with a lower risk (PCIAT ≤ 30) were more likely to have less mobile screen time, engage in positive online activities, show transparency about online activities, prioritise essential activities over internet use and show interests in various real-world activities. Their parents were more likely to enforce strict screen time and content restrictions, provide adequate supervision, demonstrate consistent internet parenting, maintain open communication about internet use and show adequate awareness in educating and role-modelling healthy internet use. Three domains of parental challenges were also identified: determining effective parental mediation strategies, maintaining positive attitudes in internet parenting and managing external influences. These findings suggest that families should improve children’s online behaviour to protect them from internet addiction, such as managing online activities, encouraging positive internet use, promoting transparency and balancing the day with various activities. Parents should also be supported in providing appropriate regulations, educating their children about healthy internet use and serving as role models.

儿童网瘾已被广泛认为是一个重大的健康和福祉问题,需要进一步研究和干预。现有文献表明,与儿童互联网使用相关的行为和父母的调解可能会影响他们的网络风险。然而,缺乏关于这些因素如何与网瘾风险相关的研究,特别是在风险和患病率较高的发展中地区。本研究旨在探讨家长对儿童网络行为的有意义特征的看法,以及父母的调解可能有助于保护儿童免受网络成瘾的影响。我们采用亲子网络成瘾测试(PCIAT)对22名印尼小学生的家长进行了定性描述性研究。通过7天的父母日记收集数据,随后进行日记后访谈,并使用内容分析进行分析。这项研究发现,风险较低(PCIAT≤30)的儿童更有可能减少移动屏幕时间,参与积极的在线活动,对在线活动表现出透明度,优先考虑必要的活动而不是互联网使用,并对各种现实世界的活动表现出兴趣。他们的父母更有可能实施严格的屏幕时间和内容限制,提供充分的监督,表现出一贯的互联网育儿方式,在互联网使用问题上保持公开沟通,并在教育和树立健康使用互联网的榜样方面表现出足够的意识。还确定了父母面临的三个挑战领域:确定有效的父母调解策略,在网络育儿中保持积极的态度,以及管理外部影响。这些发现表明,家庭应该改善孩子的网络行为,以保护他们远离网络成瘾,例如管理在线活动,鼓励积极使用互联网,提高透明度,平衡各种活动的一天。还应支持父母制定适当的规章,教育子女如何健康地使用互联网,并发挥榜样作用。
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引用次数: 0
The Phenomenon of Phubbing in Organizational Settings: Exploring the Interrelations Among Ostracism, Voice, and Turnover Intention Through a Moderated Mediation Model 组织情境下的低头现象:一个有调节的中介模型探讨排斥、声音和离职倾向之间的关系
IF 3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-10-28 DOI: 10.1155/hbe2/8563485
Lale Oral Ataç, Kemal Köksal, Hilmiye Türesin, Ali Gürsoy

An employee’s understanding of the social context, which is formed through interactions with colleagues and managers, influences their thoughts, emotions, and behaviors at work. Social information processing theory (SIPT) posits that an individual’s perception of their social environment significantly determines their behavior. In this regard, the cues employees receive from their workplace are pivotal in shaping their attitude toward their job. This study seeks to assess the impact of being phubbed on turnover intention using a moderated (voice) mediation (ostracism) model grounded in SIPT. This model measures the effect of being phubbed on the intention to quit and determines how organizational ostracism and voice play a role in the relationship between these two variables. The research model was tested using Hayes’ Model 14 in SPSS. The sample included 143 participants from tour operators through convenience sampling. The results showed that being phubbed positively correlated with intention to quit and ostracism. Being phubbed also affected the intention to quit through partial mediation of ostracism, and organizational voice moderated this conditional indirect effect.

员工对社会环境的理解,是通过与同事和管理者的互动形成的,影响着他们在工作中的思想、情绪和行为。社会信息加工理论认为,个体对社会环境的感知在很大程度上决定了其行为。在这方面,员工从工作场所获得的线索对塑造他们的工作态度至关重要。本研究旨在评估被低头对离职意向的影响,使用基于SIPT的有调节(语音)中介(排斥)模型。该模型测量了被冷落对辞职意愿的影响,并确定了组织排斥和声音在这两个变量之间的关系中如何发挥作用。采用SPSS中的Hayes’s model 14对研究模型进行检验。通过方便抽样的方法,选取143名旅游经营者作为样本。结果显示,被“低头族”与戒烟意向和被排斥感正相关。被排斥也通过排斥的部分中介影响辞职意向,而组织声音调节了这种有条件的间接效应。
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引用次数: 0
Correction to “Factors Affecting Adoption of Online Community Water User Participation” 更正“影响采用网上社区用水用户参与的因素”
IF 3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-10-25 DOI: 10.1155/hbe2/9769185

N. Sukma and A. Leelasantitham, “Factors Affecting Adoption of Online Community Water User Participation,” Human Behavior and Emerging Technologies 2022 (2022): 1732944, https://doi.org/10.1155/2022/1732944.

In the article, there is an error in the IRB approval number stated. The correct approval number given by the Institutional Review Board of Mahidol University is “COE No. MU-CIRB 2021/249.2709.”

We apologize for this error.

N. Sukma和A. Leelasantitham,“影响在线社区用水用户参与采用的因素”,Human Behavior and Emerging Technologies 2022 (2022): 1732944, https://doi.org/10.1155/2022/1732944.In文章中,IRB批准号中有一个错误。玛希隆大学机构审查委员会给出的正确批准编号是“COE No. 5”。MU-CIRB 2021/249.2709。”我们为这个错误道歉。
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引用次数: 0
The Effects of Emoji in Social Media Food Content: How Smileys, Hearts, and Hamburgers Affect Engagement, Attitudes, and Intentions 表情符号在社交媒体食物内容中的影响:笑脸符号、爱心和汉堡包如何影响参与、态度和意图
IF 3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-10-24 DOI: 10.1155/hbe2/9048904
Lieke Verheijen, Ilja Croijmans

Emoji are frequently used in digital communication to convey or heighten emotions and visualize text. Despite the prevalence of online content about food and the crucial role of visuals therein, little attention has been paid to food emoji. This article presents three empirical studies that investigate the persuasive effects of emoji in social media food posts. The first two studies quantitatively analyzed a large corpus of Instagram influencers′ actual emoji use, finding that food and drinks emoji, while commonly used, do not significantly boost user engagement, whereas facial emoji (i.e., smileys) and emotional nonface emoji (e.g., hearts and certain gestures) do. The third study was an online experiment which examined emoji effects across generational cohorts. Depending on the type of emoji and the consumer′s age group, we found different effects of emoji on the persuasiveness of the communication. Results showed that food and drinks emoji complementing text improved attitudes towards the food and drinks in the posts as well as following intentions among older participants, but in fact negatively affected younger participants′ (Gen Z′s) attitudes and intentions. No evidence was found to support the hypothesis that emoji assist people with literacy challenges in message processing. The findings show that emojis can effectively express emotions and visually support text in social media food content, but also that their communicative effects are complex, in particular when targeting different age groups. This research has broader implications for digital (influencer) marketing and online communication aimed at persuading particular audiences.

表情符号经常用于数字交流,以传达或增强情感,并使文本可视化。尽管网上关于食物的内容很流行,视觉效果也很重要,但很少有人关注食物表情符号。本文提出了三个实证研究,探讨了表情符号在社交媒体美食帖子中的说服效果。前两项研究定量分析了大量Instagram网红的实际表情符号使用情况,发现食物和饮料表情符号虽然经常使用,但并不能显著提高用户参与度,而面部表情符号(如微笑)和非面部表情符号(如心形和某些手势)却可以。第三项研究是一项在线实验,研究了表情符号对不同年龄群体的影响。根据表情符号的类型和消费者的年龄组,我们发现表情符号对沟通的说服力有不同的影响。结果显示,与文字互补的食物和饮料表情符号改善了年长参与者对帖子中食物和饮料的态度以及后续意图,但实际上对年轻参与者(Z世代)的态度和意图产生了负面影响。没有证据支持表情符号可以帮助有读写困难的人处理信息的假设。研究结果表明,表情符号可以有效地表达情感,并在视觉上支持社交媒体食品内容中的文本,但它们的交流效果是复杂的,特别是在针对不同年龄段的时候。这项研究对数字(影响者)营销和旨在说服特定受众的在线交流具有更广泛的意义。
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引用次数: 0
The Impact of Embodied and Enacted Metaphors on Cognition and Emotions in Technology-Mediated Experiences: A Scoping Review 技术中介体验中隐喻对认知和情感的影响:一个范围综述
IF 3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-10-21 DOI: 10.1155/hbe2/6032891
Giulia Magni, Silvia Francesca Maria Pizzoli, Elisa Scerrati, Claudia Repetto

Metaphors are a fundamental tool for shaping human understanding and interaction with the world. Indeed, they play a crucial role in cognitive and emotional processes, enabling individuals to comprehend one domain of experience in terms of another. Grounded in the Conceptual Metaphor Theory, this scoping review emphasizes the significant role of the body in metaphorical cognition and examines how technology may enhance cognitive and emotional abilities through metaphorical embodiment and enactment. Additionally, the review proposes the theoretical frameworks of active inference and Bayesian brain to provide a deeper understanding of how embodied metaphors shape cognitive and emotional experiences by integrating past experiences with current sensory inputs to make predictions about the future. Searches were conducted in the PubMed, PsycINFO, Scopus, and Web of Science databases to extract relevant articles. Out of the 2648 articles retrieved, a total of 19 studies met the inclusion criteria, comprising 15 studies concerning the effect of metaphors on different cognitive abilities (i.e., learning, creative cognition, and perception) and 4 studies regarding emotions (i.e., emotional regulation, arousal, and psychophysiological correlates). Data from these studies were systematically extracted, tabulated, and subjected to a narrative synthesis. Overall, findings suggest that the embodiment and enactment of metaphors, facilitated by immersive technologies, significantly influence cognitive processes and emotional experiences. This enhancement is observed across diverse demographic groups, indicating broad applicability. Despite promising implications, the review identifies a need for further research, especially among clinical populations and in exploring metaphors not traditionally framed within the Conceptual Metaphor Theory.

隐喻是塑造人类理解和与世界互动的基本工具。事实上,它们在认知和情感过程中起着至关重要的作用,使个人能够用另一种方式理解一个领域的经验。在概念隐喻理论的基础上,本文强调了身体在隐喻认知中的重要作用,并探讨了技术如何通过隐喻的具体化和实施来增强认知和情感能力。此外,本文还提出了主动推理和贝叶斯脑的理论框架,以更深入地了解具身隐喻如何通过整合过去的经验和当前的感官输入来预测未来,从而塑造认知和情感体验。在PubMed、PsycINFO、Scopus和Web of Science数据库中进行检索,提取相关文章。在检索到的2648篇文章中,共有19项研究符合纳入标准,其中15项研究涉及隐喻对不同认知能力(即学习、创造性认知和感知)的影响,4项研究涉及情绪(即情绪调节、唤醒和心理生理相关)。这些研究的数据被系统地提取、制表,并进行叙事综合。总体而言,研究结果表明,在沉浸式技术的促进下,隐喻的具体化和实施显著影响认知过程和情感体验。在不同的人口统计群体中都观察到这种增强,表明了广泛的适用性。尽管有希望的启示,审查确定需要进一步的研究,特别是在临床人群和探索隐喻传统框架内的概念隐喻理论。
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引用次数: 0
An Extended UTAUT Model to Explain Factors Influencing Smart City Technology Adoption 一个扩展的UTAUT模型解释影响智慧城市技术采用的因素
IF 3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-10-18 DOI: 10.1155/hbe2/3799390
Ahed Al-Haraizah, Malik Jawarneh, Rajendra Kumar, Diana Abdulrazaq Khrisat, Omar Isam Al Mrayat

This study examines determinants of smart city technologies adoption in the United Arab Emirates′ regional cities by extending the Unified Theory of Acceptance and Use of Technology (UTAUT). The pertinent literature has been thoroughly examined. Trust has been integrated as a central mediating construct, and personal innovativeness and financial cost were also added to the UTAUT original model. In addition, a cross-sectional survey of 224 IT professionals was used to collect quantitative data from the regional cities of UAE. The model under research was evaluated and confirmed using a structural equation modeling approach. Reliability and validity met conventional thresholds, and a bootstrapped mediation test was applied. The empirical research findings showed that performance expectancy, effort expectancy, social influence, facilitating conditions, personal innovativeness, and financial cost each positively influence trust and trust in turn significantly predicts adoption attention. Further, the model explains 58.2% of the variance in trust and 27.9% in adoption intention. Besides, mediation analysis indicates that trust mediates the impacts of the six antecedents on adoption intention, highlighting trust as the principal mechanism translating into functional, social, and economic perception into adoption behavior. The findings also suggest that policymakers and government officials should prioritize trust-building measures, for instance, transparent data practices, clear value-for-money communication, and sustained user support and training alongside continued investments in enabling infrastructure. Finally, the study contributes an empirically by validating a trust-centered extension of UTAUT tailored to the government-led smart city context in emerging urban settings.

本研究通过扩展技术接受和使用统一理论(UTAUT),探讨了阿拉伯联合酋长国区域城市采用智慧城市技术的决定因素。相关文献已被彻底地研究过。将信任作为中心中介结构纳入UTAUT模型,并在原有模型中加入个人创新能力和财务成本。此外,对224名IT专业人员进行了横断面调查,以收集来自阿联酋区域城市的定量数据。采用结构方程建模方法对模型进行了评价和验证。信度、效度均满足常规阈值,采用自举中介检验。实证研究发现,绩效期望、努力期望、社会影响、促进条件、个人创新能力和财务成本对信任均有正向影响,信任反过来显著预测采用注意。此外,该模型解释了58.2%的信任方差和27.9%的采用意愿方差。此外,中介分析表明,信任在六个前因对收养意愿的影响中起中介作用,强调信任是将功能感知、社会感知和经济感知转化为收养行为的主要机制。研究结果还表明,政策制定者和政府官员应优先考虑建立信任的措施,例如,透明的数据实践、明确的物有所值的沟通、持续的用户支持和培训,以及持续的基础设施投资。最后,该研究通过验证以信任为中心的UTAUT扩展,为新兴城市环境中政府主导的智慧城市环境做出了实证贡献。
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引用次数: 0
Trust, Commitment, and Technology: An Integrated Model of Collaborative Governance in Digital Insurance Regulation 信任、承诺与技术:数字保险监管协同治理的集成模型
IF 3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-10-17 DOI: 10.1155/hbe2/8884386
Narongsak Sukma, Siriporn Yamnill

The insurance industry faces unprecedented challenges as digital transformation accelerates while regulatory frameworks struggle to keep pace with technological innovation, creating significant risks that require new models of public–private cooperation. This study examines key factors driving effective public–private cooperation in insurance regulation during digital transformation, developing an integrated theoretical framework that combines new public management principles, trust–commitment theory, and information systems participation theory. Using structural equation modeling with data from 546 stakeholders across multiple jurisdictions, we identify critical pathways through which efficiency considerations, accountability mechanisms, change agent activities, and open data initiatives influence collaborative governance outcomes. Analysis reveals three transformative insights that reshape understanding of collaborative governance in digital regulatory environments. First, relational factors serve as essential mediators between technological capabilities and collaborative outcomes, with relationship commitment, principled engagement, and trust collectively explaining nearly half of the variance in public–private cooperation effectiveness. Second, an efficiency–relationship paradox emerges where efficiency pressures simultaneously improve engagement processes while potentially undermining long-term commitment formation, challenging traditional assumptions about efficiency-focused governance approaches. Third, digital enablers function as relationship catalysts rather than mere operational tools, with change agents and open data initiatives proving crucial for trust development and sustained collaboration. The research provides actionable guidance for policymakers implementing AI governance frameworks while advancing theoretical understanding of collaborative governance in digital regulatory environments. Findings demonstrate that technological solutions alone prove insufficient for effective digital governance, requiring explicit integration of relationship-building mechanisms to achieve sustainable public–private cooperation. These contributions prove particularly timely as insurance ecosystems worldwide experience simultaneous technological revolution and intensified regulatory scrutiny.

随着数字化转型的加速,监管框架难以跟上技术创新的步伐,保险业面临着前所未有的挑战,这带来了巨大的风险,需要新的公私合作模式。本研究探讨了数字化转型中推动公私有效保险监管合作的关键因素,并结合新的公共管理原则、信任承诺理论和信息系统参与理论,构建了一个综合的理论框架。我们利用来自多个司法管辖区的546个利益相关者的数据进行结构方程建模,确定了效率考虑、问责机制、变革主体活动和开放数据倡议影响协作治理结果的关键途径。分析揭示了三个变革性的见解,重塑了对数字监管环境中协作治理的理解。首先,关系因素是技术能力和合作成果之间的重要中介,关系承诺、原则性参与和信任共同解释了公私合作有效性差异的近一半。其次,效率-关系悖论出现了,效率压力在改善参与过程的同时,可能破坏长期承诺的形成,挑战了关于以效率为中心的治理方法的传统假设。第三,数字推动者的作用不仅仅是操作工具,而是关系催化剂,变革推动者和开放数据倡议对信任发展和持续合作至关重要。该研究为决策者实施人工智能治理框架提供了可操作的指导,同时推进了对数字监管环境中协作治理的理论理解。研究结果表明,仅靠技术解决方案不足以实现有效的数字治理,需要明确整合建立关系的机制,以实现可持续的公私合作。事实证明,在全球保险生态系统同时经历技术革命和加强监管审查之际,这些贡献尤其及时。
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引用次数: 0
The Role of Digital Social Responsibility in Promoting Sustainable Economic Development: Evidence From Iraq and a Regional Comparison 数字社会责任在促进经济可持续发展中的作用:来自伊拉克的证据和区域比较
IF 3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-10-14 DOI: 10.1155/hbe2/8318259
Arshed Taha Othman

This research examines the role of digital social responsibility (DSR) in fostering sustainable economic development in Iraq. Using a mixed-methods approach that included a large-scale survey and supplementary expert interviews, we model the observable relationship between DSR awareness, trust in digital companies, the priority given to data protection, and sustainable economic behavior in digitally active Iraqis. The regression model explained over 80% of the variance in sustainable economic behavior (R2 ≈ 0.81). The qualitative results underscored that most decision-makers and business leaders, as well as representatives from civil society organizations, understand the importance of accelerating digital law adoption, enhancing public awareness, and strengthening cross-sector collaboration. They also recognized existing challenges, such as the uneven adoption of DSR among SMEs, underdeveloped digital infrastructure, and a still-maturing digital culture. This research contributes to the gap in the global literature by providing empirical evidence on DSR and sustainable economic development in Iraq and the MENA region, where comprehensive research is lacking. Overall, the study indicates that Iraq can navigate a responsible shift to digital systems while also achieving sustainable economic development, provided effective policy initiatives embed DSR, strengthen regulatory frameworks, and advance digital inclusion and trust. These are essential for Iraq to bridge the gap with its regional peers and leverage digital innovation to achieve inclusive and sustainable development.

本研究探讨了数字社会责任(DSR)在促进伊拉克可持续经济发展中的作用。采用混合方法,包括大规模调查和补充专家访谈,我们建立了DSR意识、对数字公司的信任、数据保护的优先级和数字化活跃的伊拉克人的可持续经济行为之间的可观察关系模型。回归模型解释了80%以上的可持续经济行为方差(R2≈0.81)。定性结果强调,大多数决策者和商界领袖以及民间社会组织的代表都理解加快数字法律采用、提高公众意识和加强跨部门合作的重要性。双方还认识到当前存在的挑战,如中小企业采用数字数字研究的不均衡、数字基础设施不发达、数字文化仍在成熟等。本研究为伊拉克和中东和北非地区缺乏全面研究的DSR和可持续经济发展提供了经验证据,填补了全球文献的空白。总体而言,该研究表明,伊拉克可以在实现可持续经济发展的同时,实现向数字系统的负责任转变,提供有效的政策举措,包括数字数据共享,加强监管框架,推进数字包容和信任。这对于伊拉克缩小与地区同行的差距,利用数字创新实现包容性和可持续发展至关重要。
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引用次数: 0
Body, Mind, or Heart? Investigating the Sufficient and Necessary Factors for Robot Acceptance Among Middle-Aged and Older Chinese Adults 身体,头脑,还是心灵?中国中老年人接受机器人的充分和必要因素调查
IF 3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-10-13 DOI: 10.1155/hbe2/5581926
Ke Chen

As robots are increasingly perceived not only as functional tools but also as socially interactive agents endowed with perceived minds, inconsistent findings on the role of human-like mind in robot acceptance underscore the need to clarify the underlying psychological mechanisms. Drawing on the three-dimensional mind perception framework and the theory of reasoned action, this study investigated how perceptions of a robot′s body, cognitive, and socioemotional capacities—termed body, mind, and heart—influence robot acceptance among middle-aged and older adults in China. Using a two-stage analytical approach that combines set-explorative structural equation modeling (set-ESEM) and necessary condition analysis (NCA), this study investigated both sufficiency and necessity of mind perception and attitudes in shaping trust and behavioral intentions. Data were collected from a cross-sectional questionnaire survey of 407 Chinese adults aged 50 and above (M = 56.16, SD = 4.56). The set-ESEM results indicated that body dimension heightened negative attitudes toward robot interaction (β = 0.316, p = 0.024), whereas the mind (β = –0.452 , p < 0.001) and heart (β = −0.567, p < 0.001) dimensions mitigate negative attitudes toward interaction and emotional discomfort, respectively. NCA revealed that none of these mind dimensions individually served as necessary conditions for behavioral intentions. By contrast, trust in robots emerged as both a necessary (β = 0.320, p = 0.001) and sufficient condition (d = 0.18; p < 0.001). A minimal level of trust (21.4%) is required to reach a moderate intention to use (60%). The study advances theoretical understanding of mind perception in robot acceptance and provides practical guidance for designing robots that balance bodily sensation, cognitive, and socioemotional capacities. By prioritizing trust while integrating targeted mind perception dimensions, developers and policymakers can create inclusive and acceptable robots for older populations.

随着人们越来越多地认为机器人不仅是功能性工具,而且是具有感知思维的社会互动代理,关于类人思维在机器人接受中的作用的不一致的发现强调了澄清潜在心理机制的必要性。利用三维心智感知框架和理性行为理论,本研究调查了中国中老年人对机器人身体、认知和社会情感能力(称为身体、心灵和心脏)的感知如何影响机器人的接受度。本研究采用集合探索性结构方程模型(set-ESEM)和必要条件分析(NCA)相结合的两阶段分析方法,探讨了心理知觉和态度在塑造信任和行为意图中的充分性和必要性。数据来源于对407名50岁及以上中国成年人的横断面问卷调查(M = 56.16, SD = 4.56)。set-ESEM结果显示,身体维度增加了对机器人互动的消极态度(β = 0.316, p = 0.024),而心灵维度(β = -0.452, p < 0.001)和心脏维度(β = - 0.567, p < 0.001)分别减轻了对机器人互动和情绪不适的消极态度。NCA发现,这些心理维度都不是行为意图的必要条件。相比之下,对机器人的信任既是必要条件(β = 0.320, p = 0.001),也是充分条件(d = 0.18; p < 0.001)。达到适度的使用意向(60%)需要最低程度的信任(21.4%)。该研究促进了对机器人接受过程中心理感知的理论理解,并为设计平衡身体感觉、认知和社会情感能力的机器人提供了实践指导。通过优先考虑信任,同时整合有针对性的心理感知维度,开发人员和政策制定者可以为老年人创造包容性和可接受的机器人。
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Human Behavior and Emerging Technologies
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