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The role of social media influencers in influencing consumers' imitation intentions 社交媒体影响者在影响消费者模仿意图中的作用
IF 7.2 Pub Date : 2025-08-09 DOI: 10.1016/j.digbus.2025.100143
Chaichana Ampornklinkaew
Given the proliferation of social media influencer marketing, companies are increasingly collaborating with social media influencers (SMIs) to shape consumer decision-making. This study examines how food-related content created by SMIs can influence consumers' imitation intentions. This paper developed an integrated model based on source credibility theory, which was extended to include sales promotion content and platform user-friendliness. We analyzed data from 449 participants using covariance-based structural equation modeling. The results indicate that sales promotions and content attractiveness influence imitation intention indirectly through influencer credibility, while user-friendliness has a direct effect on imitation intention. Theoretically, this research introduces new pathways among the variables being studied. Practically, companies should collaborate with food influencers who produce attractive content and incorporate sales incentives into their posts on relevant social media platforms.
鉴于社交媒体影响者营销的激增,公司越来越多地与社交媒体影响者(SMIs)合作,以影响消费者的决策。本研究考察了SMIs创造的食品相关内容如何影响消费者的模仿意图。本文基于信息源可信度理论建立了一个整合模型,并将其扩展到包括促销内容和平台用户友好性。我们使用基于协方差的结构方程模型分析了449名参与者的数据。结果表明,促销和内容吸引力通过网红可信度间接影响模仿意愿,而用户友好度直接影响模仿意愿。从理论上讲,本研究在被研究的变量之间引入了新的路径。实际上,企业应该与制作有吸引力内容的食品网红合作,并在相关社交媒体平台上的帖子中加入销售激励措施。
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引用次数: 0
From reality to virtuality: Unveiling Gen Z's purchasing behavior through virtual influencers in the metaverse 从现实到虚拟:通过虚拟影响者揭示Z世代的购买行为
IF 7.2 Pub Date : 2025-07-30 DOI: 10.1016/j.digbus.2025.100141
Tri-Quan Dang , Tan-Minh Nguyen , Phuc-Thien Tran , Tien-Thao Cong Phan , Thach-Bao Huynh , Luan-Thanh Nguyen
The primary aim of this study is to examine the factors influencing Generation Z's(GenZ) purchase intentions through their interactions with virtual influencers (VIs). Utilizing judgmental sampling, a sample of 352 individuals with prior experience as VIs was selected to address the research objectives. The data were analyzed using a mixed-method approach, incorporating fuzzy-set Qualitative Comparative Analysis (fsQCA), Partial Least Squares Structural Equation Modeling (PLS-SEM), and Artificial Neural Networks (ANN techniques). The findings highlight the pivotal roles of virtual influencer quality and social presence in shaping purchase intentions, mediated by customer satisfaction. These results underscore the necessity for practitioners to consider the influence of VIs on purchase behavior via customer satisfaction. The study offers valuable insights to firms, aiding in the development of strategies to enhance the effectiveness of VIs in capturing customer attention. By investigating the interplay between virtual influencer quality, social presence, customer satisfaction, and purchase intentions, the research contributes to a deeper understanding of consumer behavior in the context of virtual influencers.
本研究的主要目的是通过他们与虚拟影响者(VIs)的互动来研究影响Z世代(GenZ)购买意愿的因素。利用判断抽样,352个人的样本与先前的经验,作为VIs被选择,以解决研究目标。采用模糊集定性比较分析(fsQCA)、偏最小二乘结构方程建模(PLS-SEM)和人工神经网络(ANN)技术的混合方法对数据进行分析。研究结果强调了虚拟网红质量和社交存在在塑造购买意愿方面的关键作用,并以客户满意度为中介。这些结果强调了从业者通过客户满意度考虑VIs对购买行为的影响的必要性。该研究为企业提供了有价值的见解,有助于制定战略,以提高VIs在吸引客户注意力方面的有效性。通过调查虚拟网红品质、社交存在、客户满意度和购买意愿之间的相互作用,本研究有助于更深入地了解虚拟网红背景下的消费者行为。
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引用次数: 0
How does time pressure shape impulsive buying behavior? Hedonic vs. utilitarian values emerges as a key driver on E-commerce platforms 时间压力是如何塑造冲动购买行为的?享乐主义与功利主义的价值观成为电子商务平台的关键驱动力
Pub Date : 2025-07-10 DOI: 10.1016/j.digbus.2025.100138
Andri Dayarana K. Silalahi , Do Thi Thanh Phuong , Adi Prasetyo Tedjakusuma , Ixora Javanisa Eunike , Dalianus Riantama
This study explores the dynamics of consumer impulsive buying behavior—both affective and cognitive—on e-commerce platforms by identifying key shopping motivation factors and examining the role of customer value, which includes both hedonic and utilitarian dimensions. Additionally, the research investigates the moderating effect of time pressure on the relationship between consumer value and impulsive buying behavior. This study uses structural equation modeling (SEM) with Smart-PLS software to analyze data from Indonesian (N = 520) e-commerce buyers. The results indicate that shopping motivations, particularly ‘best deal’ and ‘social’ factors, significantly enhance consumers' hedonic value but do not impact utilitarian value. Hedonic value, in turn, strongly influences affective impulsive buying behavior, whereas utilitarian value does not. Additionally, time pressure moderates the relationship between hedonic value and affective impulsive buying, while having no effect on the link between utilitarian value and cognitive impulsive buying. This study provides a comprehensive look at impulsive buying behavior in e-commerce, focusing on consumer value and the role of time pressure. The findings show that exclusive deals and social interactions boost hedonic value, which has a stronger effect on affective impulsive buying than utilitarian value on cognitive impulsive buying. These insights help e-commerce platforms refine strategies to increase consumer engagement and impulsive purchases.
本研究通过识别关键的购物动机因素,并考察客户价值的作用(包括享乐和功利两个维度),探讨了电子商务平台上消费者冲动购买行为的动态——情感和认知两方面。此外,研究还考察了时间压力对消费者价值与冲动购买行为之间关系的调节作用。本研究使用结构方程模型(SEM)与Smart-PLS软件分析来自印度尼西亚(N = 520)电子商务买家的数据。结果表明,购物动机,特别是“最划算”和“社会”因素,显著提高了消费者的享乐价值,但不影响功利价值。反过来,享乐价值会强烈影响情感冲动购买行为,而功利价值则不会。此外,时间压力调节享乐价值与情感冲动购买之间的关系,而对功利价值与认知冲动购买之间的关系没有影响。本研究对电子商务中的冲动性购买行为进行了全面的研究,重点关注消费者价值和时间压力的作用。研究结果表明,独家交易和社交互动促进了享乐价值,而享乐价值对情感冲动购买的影响强于功利价值对认知冲动购买的影响。这些见解有助于电子商务平台改进策略,以提高消费者参与度和冲动性购买。
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引用次数: 0
Sociodemographic impact on smart cities IoT adoption in China 社会人口对中国智慧城市物联网采用的影响
Pub Date : 2025-07-10 DOI: 10.1016/j.digbus.2025.100139
Nada Mallah Boustani , Qing Xu , Yan Xu
Digital disruption is one of the most important social megatrends that deeply impact recent and future economic activities. IoT has contributed to the development of Chinese smart cities in recent years. Building on the authors' prior study (Boustani, Xu, & Xu, 2022), which established the mediating role of blockchain adoption between IoT and continuous usage intention, this study investigates how sociodemographic variables moderate these relationships. The authors use Partial Least Squares Structural Equation Modeling (PLS-SEM) and Partial Least Squares Multi-Group Analysis (PLS-MGA) with the SmartPLS software, analyzing a dataset comprising over a thousand samples in China. The authors' findings demonstrate that age positively moderates the blockchain adoption-continuous usage intention relationship, IoT knowledge positively moderates the citizen empowerment-IoT relationship, while frequency of IoT use negatively moderates the social influence-IoT relationship. These results extend UTAUT theory by revealing boundary conditions of technology adoption in smart cities.
数字颠覆是深刻影响近期和未来经济活动的最重要的社会大趋势之一。近年来,物联网为中国智慧城市的发展做出了贡献。基于作者先前的研究(Boustani, Xu, &;Xu, 2022)确立了区块链采用在物联网和持续使用意愿之间的中介作用,本研究探讨了社会人口变量如何调节这些关系。作者使用偏最小二乘结构方程建模(PLS-SEM)和偏最小二乘多群分析(PLS-MGA)与SmartPLS软件,分析了包含中国一千多个样本的数据集。研究结果表明,年龄正向调节区块链采用-持续使用意愿的关系,物联网知识正向调节公民赋权-物联网的关系,而物联网使用频率负向调节社会影响-物联网的关系。这些结果通过揭示智慧城市技术采用的边界条件扩展了UTAUT理论。
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引用次数: 0
Blockchain-based fan tokens as a strategic resource for sports clubs: Opportunities, challenges, and a stakeholder-oriented model 基于区块链的粉丝代币作为体育俱乐部的战略资源:机遇、挑战和以利益相关者为导向的模型
Pub Date : 2025-07-09 DOI: 10.1016/j.digbus.2025.100137
Lennart Ante , Lorenz Henninger , Sebastian Björn Bauers , Benjamin Schellinger
This article explores blockchain-based fan tokens, a type of cryptocurrency, as a strategic tool for sports clubs to raise funds and involve supporters more directly, offering new avenues for decision-making participation and exclusive fan activities. Drawing on expert interviews in professional football, we identify a spectrum of opportunities, such as revenue growth, global engagement, and enhanced supporter loyalty, alongside significant challenges, including regulatory uncertainty, environmental considerations, and the integration with existing governance structures. In response to these insights, the study proposes a stakeholder-oriented model linking observed advantages and drawbacks with decision-making criteria shaped by stakeholder attributes. The model helps clubs balance diverse interests and potential outcomes when determining whether and how to implement fan tokens. Through this approach, this study provides clubs and associated stakeholders a tool to assess strategic options, accommodate various perspectives, and inform further innovation in digital sports management.
本文探讨了基于区块链的球迷代币,这是一种加密货币,作为体育俱乐部筹集资金和更直接地让支持者参与的战略工具,为决策参与和独家球迷活动提供了新的途径。通过对职业足球专家的采访,我们发现了一系列机会,如收入增长、全球参与和提高球迷忠诚度,以及重大挑战,包括监管不确定性、环境考虑以及与现有治理结构的整合。针对这些见解,本研究提出了一个以利益相关者为导向的模型,将观察到的优势和劣势与利益相关者属性形成的决策标准联系起来。该模型有助于俱乐部在决定是否以及如何实施球迷代币时平衡各种利益和潜在结果。通过这种方法,本研究为俱乐部和相关利益相关者提供了一种评估战略选择的工具,适应各种观点,并为数字体育管理的进一步创新提供信息。
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引用次数: 0
Beyond the AI divide: A straightforward approach to identifying global and local overperformers in AI preparedness 超越人工智能鸿沟:一种确定全球和地方人工智能准备工作优秀者的直接方法
Pub Date : 2025-07-08 DOI: 10.1016/j.digbus.2025.100136
Pierre Mandon
This study introduces a straightforward data-driven framework to identify countries that outperform in artificial intelligence (AI) preparedness relative to their economic complexity, utilizing the IMF's Artificial Intelligence Preparedness Index and a multidimensional Economic Complexity Index derived from trade and research data. Employing weighted least squares, the study estimates expected AIPI scores and classifies countries as global or local overperformers if their observed scores exceed predictions and surpass income-group medians. The analysis identifies 10 high-income global overperformers and 14 local overperformers across middle- and low-income groups, revealing regulation and ethics as universal drivers of overperformance, with digital infrastructure and human capital varying by economic context. Case studies elucidate diverse coordination models—state-led, market-responsive, and distributed innovation—while highlighting transferability constraints due to institutional and historical factors, among others. The replicable methodology provides policymakers and other key actors a robust tool to benchmark AI readiness and design context-specific strategies, addressing the global AI divide. The study opens avenues for future research into refined AI preparedness metrics, alternative identification techniques, and comparative analyses of national innovation systems.
本研究引入了一个简单的数据驱动框架,利用国际货币基金组织的人工智能准备指数和基于贸易和研究数据的多维经济复杂性指数,确定在人工智能(AI)准备方面表现优于其经济复杂性的国家。该研究采用加权最小二乘法估计AIPI的预期分数,并将观察到的分数超过预测并超过收入群体中位数的国家分类为全球或当地优等者。该分析确定了10个高收入的全球优胜者和14个中低收入群体的本地优胜者,揭示了监管和道德是优胜者的普遍驱动因素,数字基础设施和人力资本因经济背景而异。案例研究阐明了多种协调模式——国家主导、市场响应和分布式创新——同时强调了制度和历史因素等造成的可转移性限制。可复制的方法为政策制定者和其他关键行为者提供了一个强大的工具,可以对人工智能准备情况进行基准测试,并设计针对具体情况的战略,从而解决全球人工智能鸿沟。该研究为未来研究完善的人工智能准备指标、替代识别技术和国家创新系统的比较分析开辟了道路。
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引用次数: 0
A blockchain-driven business model for supplier selection and order allocation leveraging smart contracts in supply chains 利用供应链中的智能合约,用于供应商选择和订单分配的区块链驱动的商业模式
Pub Date : 2025-06-16 DOI: 10.1016/j.digbus.2025.100128
Ashkan Emami , Mehdi Seifbarghy , Antragama Ewa Abbas , Wichai Chattinnawat , Nezir Aydin
Supply chain operations have tended to become more complex, thus placing significant pressure on one of the most critical processes: supplier selection and order allocation (SSOA). This process involves a focal company selecting suppliers and allocating orders to obtain required materials. Achieving effective SSOA processes is challenged by (1) reliance on centralized governance and (2) ensuring effective contract management. While so called “smart contracts” could address these challenges, design knowledge about such technology — particularly in the SSOA context — is underexplored in the literature. In this paper we design a smart contract for SSOA in supply chains. We conducted a design science research study and developed three core artifacts: (1) a mathematical description of SSOA; (2) a system model of actor interactions; and (3) SSOA-relevant algorithms. Utilizing the Ethereum blockchain, we demonstrated and tested our smart contracts through scenario analysis. We found that our design is feasible and highly likely to address centralization and effectiveness challenges in SSOA. This paper contributes to the literature by demonstrating how smart contract design focusing on SSOA can further enhance blockchain-driven business models. In addition, we offer prescriptive knowledge on developing smart contracts for SSOA in supply chains.
供应链操作已经变得越来越复杂,因此给最关键的流程之一:供应商选择和订单分配(SSOA)带来了巨大的压力。这个过程包括一个中心公司选择供应商和分配订单,以获得所需的材料。实现有效的SSOA流程面临以下挑战:(1)依赖集中式治理和(2)确保有效的合同管理。虽然所谓的“智能合约”可以解决这些挑战,但是关于这种技术的设计知识——特别是在SSOA上下文中——在文献中还没有得到充分的探讨。本文为供应链中的SSOA设计了一个智能合约。我们进行了一项设计科学研究,并开发了三个核心工件:(1)SSOA的数学描述;(2)参与者交互的系统模型;(3) ssoa相关算法。利用以太坊区块链,我们通过场景分析演示和测试了我们的智能合约。我们发现我们的设计是可行的,并且极有可能解决SSOA中的集中化和有效性挑战。本文通过展示专注于SSOA的智能合约设计如何进一步增强区块链驱动的业务模型,为文献做出了贡献。此外,我们还提供了在供应链中为SSOA开发智能合约的规范知识。
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引用次数: 0
The socio-technical adoption and diffusion of digital health innovations: The development of the STAD-HC model based on telemedicine in Germany 数字健康创新的社会技术采用和传播:德国基于远程医疗的STAD-HC模式的发展
Pub Date : 2025-06-13 DOI: 10.1016/j.digbus.2025.100135
Yvonne Rauner , Harald Stummer
Digital and telemedicine innovations are increasingly central to healthcare transformation, yet their adoption and diffusion remain complex. While the Diffusion of Innovations (DOI) theory explains staged adoption processes, it underrepresents socio-political and institutional factors. The Social Shaping of Technology (SST) approach complements DOI by focusing on the co-construction of technology through cultural, organizational, and political dynamics. This study investigates how DOI and SST can be combined to explain the adoption and diffusion of digital health innovations, with a focus on telemedicine in the German healthcare system. Using the Decision Matrix for Theory Borrowing, DOI and SST were selected as complementary frameworks. A secondary analysis of 12 expert interviews was conducted using SST-based content analysis. Data were coded according to Rogers' five adoption stages and four SST dimensions. Findings were mapped in a DOI–SST matrix and analysed across micro-, meso-, and macro-levels. The analysis shows that innovation trajectories are shaped by interdependent socio-technical factors across all adoption stages. Key barriers include cultural skepticism, organizational inertia, fragmented governance, and economic misalignment. The Socio-Technical Adoption and Diffusion Model for Healthcare (STAD-HC) was developed to represent these dynamics, linking DOI's stage logic with SST's contextual dimensions. The STAD-HC model offers a multi-level framework to analyse how digital health technologies are adopted, contested, and institutionalized. By integrating behavioural processes with structural influences, it provides practical guidance for managing innovation and supports future research on complex digital health technologies such as AI and blockchain.
数字和远程医疗创新日益成为医疗保健转型的核心,但它们的采用和传播仍然很复杂。虽然创新扩散(DOI)理论解释了分阶段采用过程,但它没有充分代表社会政治和制度因素。技术的社会塑造(SST)方法通过关注文化、组织和政治动态对技术的共同构建来补充DOI。本研究探讨了DOI和SST如何结合起来解释数字健康创新的采用和传播,重点是德国医疗保健系统中的远程医疗。利用决策矩阵进行理论借鉴,选择DOI和SST作为互补框架。采用基于sst的内容分析方法对12个专家访谈进行二次分析。数据根据罗杰斯的五个采用阶段和四个SST维度进行编码。研究结果被映射到DOI-SST矩阵中,并在微观、中观和宏观层面进行分析。分析表明,在所有采用阶段,创新轨迹是由相互依存的社会技术因素塑造的。主要障碍包括文化怀疑主义、组织惰性、分散的治理和经济失调。开发了医疗保健的社会技术采用和扩散模型(STAD-HC)来表示这些动态,将DOI的阶段逻辑与SST的上下文维度联系起来。STAD-HC模型提供了一个多层次的框架来分析数字卫生技术是如何被采用、竞争和制度化的。通过将行为过程与结构影响相结合,它为管理创新提供了实用指导,并支持未来对人工智能和区块链等复杂数字卫生技术的研究。
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引用次数: 0
Innovating the experience economy: How novel technologies transform customer experiences 创新体验经济:新技术如何改变客户体验
Pub Date : 2025-06-10 DOI: 10.1016/j.digbus.2025.100134
Marion Garaus , Horst Treiblmaier , Udo Wagner , Christian Garaus
Based on the concept of the experience economy, in this article we develop a framework for novel technologies (i.e., artificial intelligence, augmented reality, and virtual reality) that companies can use to shape customer experiences. This conceptual work addresses key concerns about ethics, privacy, cognitive overload, alienation, and sustainability, responding to calls for a critical discussion of these issues. We illustrate how these technologies can be integrated into the experience economy framework and applied in retail settings to enhance customer experiences across the four experiential realms of entertainment, education, escapism, and esthetics. Specifically, we outline how these technologies fit into the experience economy and can create positive experiences across all four realms. Chatbots are used as a case example to illustrate the application of our modified framework. This framework could serve as the theoretical foundation for future academic studies exploring the impact of novel technologies on consumers' retail experiences. Integrating AI, AR, and VR into the experience economy framework offers significant theoretical and practical insights into enhancing consumer retail experiences. These technologies provide new opportunities for creating personalized, immersive, and engaging experiences. By applying our enhanced experience-economy framework, companies can systematically explore the impact of using these technologies to improve consumers' experiences.
基于体验经济的概念,在本文中,我们为新技术(即人工智能、增强现实和虚拟现实)开发了一个框架,公司可以利用这些技术来塑造客户体验。这一概念性作品解决了道德、隐私、认知超载、异化和可持续性等关键问题,回应了对这些问题进行批判性讨论的呼吁。我们将说明如何将这些技术集成到体验经济框架中,并应用于零售环境中,以增强客户在娱乐、教育、逃避现实和美学四个体验领域的体验。具体来说,我们概述了这些技术如何适应体验经济,并在所有四个领域创造积极的体验。Chatbots被用作案例示例来说明修改后框架的应用程序。这一框架可以作为未来学术研究探索新技术对消费者零售体验影响的理论基础。将人工智能、增强现实和虚拟现实整合到体验经济框架中,为增强消费者零售体验提供了重要的理论和实践见解。这些技术为创造个性化、沉浸式和引人入胜的体验提供了新的机会。通过应用我们增强的体验经济框架,公司可以系统地探索使用这些技术改善消费者体验的影响。
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引用次数: 0
Webtop applications as productivity enablers: A study on employee performance in modern workplaces 作为生产力推动者的网络桌面应用:对现代工作场所员工绩效的研究
Pub Date : 2025-06-07 DOI: 10.1016/j.digbus.2025.100133
Mohammad Nurul Alam , Ra'ed Masa'deh , Hammad S. Alotaibi , Md Aminul Islam , Mohammad Fakhrul Islam , Imdadullah Hidayat Ur Rehman , Fariza Hashim
The rapid digital transformation in the telecommunication industry has underscored the importance of webtop applications as productivity enablers. This study examines the impact of key webtop application features—User Interface Usability (UIU), System Integration (SI), Real-Time Data Access (RTDA), and Collaboration Features (CF)—on Employee Productivity (EP) in Bangladesh's telecommunication sector. Grounded in the Task-Technology Fit (TTF) theory, the study investigates the mediating role of Knowledge Sharing (KS) and the moderating role of Technology Training Availability (TTA). Using a quantitative research approach, data were collected through structured surveys from 384 employees in the telecommunication industry and analyzed using Smart-PLS 4.0. The findings reveal that all webtop application features significantly enhance EP, with KS mediating these relationships. TTA positively moderates the effects of RTDA and CF but shows a negative moderation for UIU and no significant impact for SI. The study's novelty lies in its comprehensive exploration of webtop applications within a developing economy, addressing both the technological and human dimensions of productivity. Recommendations include fostering a culture of knowledge sharing, optimizing training programs to match technological complexity, and investing in feature-rich, integrated systems to enhance organizational performance. This research offers actionable insights for managers, policymakers, and academics, providing a robust framework for leveraging digital tools to enhance productivity in modern workplaces. The study contributes to the theoretical discourse by extending the TTF framework and provides a practical roadmap for technology adoption and workforce development in rapidly digitalizing industries.
电信行业的快速数字化转型强调了网络桌面应用程序作为生产力推动者的重要性。本研究考察了网络桌面应用程序的关键功能——用户界面可用性(UIU)、系统集成(SI)、实时数据访问(RTDA)和协作功能(CF)对孟加拉国电信部门员工生产力(EP)的影响。本研究以任务-技术契合度理论为基础,探讨了知识共享的中介作用和技术培训可得性的调节作用。采用定量研究方法,通过对384名电信行业员工的结构化调查收集数据,并使用Smart-PLS 4.0进行分析。研究结果显示,所有网络桌面应用程序的功能显著提高EP,与KS中介这些关系。TTA正向调节RTDA和CF的作用,但对UIU呈负向调节作用,对SI无显著影响。这项研究的新颖之处在于它对发展中经济体中的网络桌面应用进行了全面的探索,解决了生产力的技术和人的两个方面。建议包括培养一种知识共享的文化,优化培训计划以适应技术的复杂性,并投资于功能丰富的集成系统以提高组织绩效。这项研究为管理者、政策制定者和学者提供了可行的见解,为利用数字工具提高现代工作场所的生产力提供了一个强有力的框架。该研究通过扩展TTF框架为理论论述做出了贡献,并为快速数字化行业的技术采用和劳动力发展提供了实用路线图。
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引用次数: 0
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