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Mental Health Consumption: Tracing the Past and Preparing for the Future in a Digital Age 心理健康消费:在数字时代追溯过去,为未来做准备
IF 5.2 3区 管理学 Q2 BUSINESS Pub Date : 2025-11-27 DOI: 10.1002/cb.70078
Rajeev Kumar Ray, Ishita Vyas, Rajesh Chandwani, Mayank Kumar

In an era where digital platforms are reshaping healthcare delivery, we have also seen the rise of online platforms for mental health consumption. While the literature on consumer behaviour in an online context is rich, mental health consumption presents a unique context requiring attention to personal health-related dynamics alongside the larger aspect of online consumption. This motivates the current study to conduct a multi-method study for understanding the phenomenon of online mental health consumption. We combine a systematic review of 105 articles (2014–2024) with topic modelling of 168,040 user reviews from mental health applications. We theorise how the logic of choice and care are at work in online mental health consumption. Our findings reveal a complex and dynamic interplay of ‘choice’-related enablers and ‘care’-related inhibitors, shaping online mental health consumption behaviour. While online platforms offer ‘choice’ for consuming mental health services by overcoming traditional barriers related to stigma and accessibility, their uptake at the same time is challenged by the emerging care-related factors such as trust and privacy concerns. An analysis of user reviews further reveals that consumer experiences focus on the service delivery quality, personalised user interfaces and technical platform reliability, which collectively demonstrate how users navigate between autonomous choice making and professional care expectations. This apparent tension between the ‘logics’ in mental health consumption online also informs the larger online consumption behaviour literature about attending to the constantly evolving, often competing logic in online platforms.

在数字平台重塑医疗服务的时代,我们也看到了心理健康消费在线平台的兴起。虽然关于在线环境下消费者行为的文献丰富,但心理健康消费呈现出一种独特的环境,需要关注个人健康相关动态以及更大的在线消费方面。这促使本研究对网络心理健康消费现象进行多方法研究。我们将105篇文章(2014-2024)的系统综述与来自心理健康应用程序的168,040个用户评论的主题建模相结合。我们对在线心理健康消费中选择和护理的逻辑是如何起作用的进行了理论分析。我们的研究结果揭示了“选择”相关的促进因素和“护理”相关的抑制因素之间复杂而动态的相互作用,形成了在线心理健康消费行为。虽然在线平台通过克服与耻辱和可及性有关的传统障碍,为消费精神卫生服务提供了“选择”,但与此同时,他们的接受受到了信任和隐私问题等新兴护理相关因素的挑战。对用户评论的分析进一步表明,消费者体验主要集中在服务交付质量、个性化用户界面和技术平台可靠性上,这些因素共同展示了用户如何在自主选择和专业护理期望之间进行导航。在线心理健康消费的“逻辑”之间的这种明显的紧张关系也告诉了更大的在线消费行为文献,即关注在线平台中不断发展的、经常相互竞争的逻辑。
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引用次数: 0
When Generative Artificial Intelligence Makes Mistakes: A Hybrid Approach to Service Recovery From “Me” and “You” Perspectives 当生成式人工智能犯错时:从“我”和“你”的角度出发的服务恢复混合方法
IF 5.2 3区 管理学 Q2 BUSINESS Pub Date : 2025-11-27 DOI: 10.1002/cb.70080
Dong Lv, Rui Sun, Qiuhua Zhu, Yue Cheng, Shukun Qin

Generative artificial intelligence (GenAI) has demonstrated immense application value across various domains owing to its high-quality content generation capabilities. However, avoiding service failures, such as AI hallucinations, remains challenging. Grounded in the dual-process and cognitive appraisal theories of emotions, this study uses event-related potential (ERP) experiments and scenario-based questionnaires as part of a mixed-method approach to investigate the impact of service recovery perspectives (first-person vs. second-person) on users' willingness to forgive. It investigates the moderating effect of service failure severity (minor vs. severe) and the mediating influence of perceived relief. The questionnaire findings reveal that the first-person perspective in service recovery significantly enhances users' perceived relief, thereby increasing their willingness to forgive, especially for severe service failures. The ERP results indicate that first-person service recovery induces larger P2 amplitudes and late positive potential components. This study contributes to the literature on service recovery perspectives and presents a novel research design that integrates subjective observations with objective physiological markers. It provides empirical evidence for designing more effective service recovery strategies for GenAI service providers, promoting the harmonious development of human–computer interactions.

生成式人工智能(GenAI)由于其高质量的内容生成能力,在各个领域展示了巨大的应用价值。然而,避免服务故障(如人工智能幻觉)仍然具有挑战性。本研究以情绪双过程和认知评价理论为基础,采用事件相关电位(ERP)实验和基于场景的问卷调查作为混合方法的一部分,研究了服务恢复视角(第一人称与第二人称)对用户原谅意愿的影响。研究了服务故障严重程度(轻微和严重)的调节作用以及感知缓解的中介作用。问卷调查结果显示,第一人称视角显著增强了用户的感知救济,从而增加了用户的原谅意愿,尤其是对于严重的服务故障。ERP结果表明,第一人称服务恢复诱导了较大的P2振幅和后期正电位分量。本研究对服务恢复视角的文献进行了补充,提出了一种将主观观察与客观生理标记相结合的新颖研究设计。为GenAI服务提供商设计更有效的服务恢复策略,促进人机交互的和谐发展提供了经验依据。
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引用次数: 0
Cognitive Load: A Stumbling Block in Successful Crowdfunding 认知负荷:成功众筹的绊脚石
IF 5.2 3区 管理学 Q2 BUSINESS Pub Date : 2025-11-27 DOI: 10.1002/cb.70073
Lifang Liao, Xia Hou, Chaohong Shen

Cognitive load, resulting from the substantial information provided in crowdfunding campaigns, is a critical yet easily overlooked factor. Creators often provide abundant product details to attract backers, but the consequence would turn out to be the opposite. Through two experimental studies simulating reward-based crowdfunding scenarios, the results consistently show that higher cognitive load (manipulated via presentation format) negatively affects investment willingness, with emotional responses acting as a mediator. Unexpectedly, reference points have not shown a significant moderating effect in Study1. Study 2 revealed that the insignificant effect of the reference point was due to the existence of an implicit reference point. By integrating cognitive load and emotional mechanisms, we demonstrate that backers' implicit schemas could effectively buffer the negative effect of cognitive load. Practically, creators should increase the logic and clarity of presentation in order to evoke positive emotions, and achieve a higher success rate of crowdfunding.

认知负荷是由众筹活动中提供的大量信息所产生的,这是一个很重要但却容易被忽视的因素。开发者通常会提供丰富的产品细节来吸引支持者,但结果往往适得其反。通过两项模拟奖励型众筹场景的实验研究,结果一致表明,较高的认知负荷(通过演示形式操纵)对投资意愿产生负向影响,其中情绪反应起中介作用。出乎意料的是,在Study1中,参考点并没有显示出显著的调节作用。研究2表明,参考点的影响不显著是由于隐含参考点的存在。通过整合认知负荷和情绪机制,我们发现支持者的内隐图式能够有效缓冲认知负荷的负向效应。在实践中,创作者应该增加表达的逻辑性和清晰度,以唤起积极的情绪,从而获得更高的众筹成功率。
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引用次数: 0
Understanding Attachment to Social Chatbots: The Roles of Loneliness, Self-Disclosure, and Empathy 理解对社交聊天机器人的依恋:孤独、自我表露和同理心的作用
IF 5.2 3区 管理学 Q2 BUSINESS Pub Date : 2025-11-26 DOI: 10.1002/cb.70077
Ruoxi Yao, Yafeng Nan

Benefiting from advances in artificial intelligence technology, social chatbots account for changing the way human–robots socialize, especially improving their psychological state. This paper aims to not only establish the relationship between loneliness and attachment to social chatbots but also explore the affecting mechanism. The methods of machine learning (Study 1) and experiments (Studies 2 and 3) are used to explore and validate the affecting mechanism. The results demonstrate that loneliness can positively promote users' attachment to social chatbots, and this process is mediated by self-disclosure. Furthermore, it is worth noting that perceived empathy moderates not only the effect of loneliness on self-disclosure but also the effect of loneliness on attachment to social chatbots. This research contributes to understanding human–social chatbot dynamics, providing valuable insights for marketers and firms involved in designing coding programs for enhanced user experiences during interactions with social chatbots.

得益于人工智能技术的进步,社交聊天机器人改变了人类与机器人的社交方式,尤其是改善了他们的心理状态。本文旨在建立孤独感与社交聊天机器人依恋之间的关系,并探讨其影响机制。使用机器学习(研究1)和实验(研究2和3)的方法来探索和验证影响机制。研究结果表明,孤独感对社交聊天机器人的依恋具有正向促进作用,且这一过程受自我表露的中介作用。此外,值得注意的是,感知共情不仅调节孤独感对自我表露的影响,还调节孤独感对社交聊天机器人依恋的影响。这项研究有助于理解人类社交聊天机器人的动态,为参与设计编码程序的营销人员和公司提供有价值的见解,以增强用户在与社交聊天机器人交互过程中的体验。
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引用次数: 0
Beyond In-Group Endorsements: Inoculation as a Tool to Encourage Green Consumption Among Conservative Climate Skeptics 超越群体内认可:接种是鼓励保守的气候怀疑论者绿色消费的工具
IF 5.2 3区 管理学 Q2 BUSINESS Pub Date : 2025-11-24 DOI: 10.1002/cb.70075
Seo Yoon Lee, Youngji Seo, Chloe Moon

Despite extensive scholarly efforts to promote green consumption, the marketing communication field has comparatively paid less attention to effective strategies for engaging climate change skeptics in green consumption. This study investigated whether the source or content of messages about climate change would more effectively alter skeptics' beliefs and promote green consumption. In Study 1 (n = 264), we employed Social Identity Theory to examine whether endorsements from Republican figures could influence conservatives, who predominantly exhibit climate change skepticism. The findings indicated no significant impact of in-group endorsement on altering beliefs and promoting green consumption. In Study 2 (n = 134), we applied Inoculation Theory to assess if educating skeptics about the tactics behind climate change skepticism could modify their views. Results demonstrated that inoculation reduced perceived threats associated with climate change skepticism, increasing the likelihood of green consumption. These findings suggest that inoculation messages, rather than endorsements from social in-groups, may offer a more effective strategy for shifting conservative views and encouraging green consumption.

尽管学术界在促进绿色消费方面做出了广泛的努力,但营销传播领域相对较少关注吸引气候变化怀疑论者参与绿色消费的有效策略。这项研究调查了气候变化信息的来源或内容是否会更有效地改变怀疑论者的信念,促进绿色消费。在研究1 (n = 264)中,我们采用社会认同理论来检验共和党人物的支持是否会影响保守派,他们主要表现出对气候变化持怀疑态度。研究结果表明,群体内认同对改变信念和促进绿色消费没有显著影响。在研究2 (n = 134)中,我们应用接种理论来评估教育怀疑论者关于气候变化怀疑背后的策略是否可以改变他们的观点。结果表明,接种减少了与气候变化怀疑论相关的感知威胁,增加了绿色消费的可能性。这些发现表明,接种信息,而不是来自社会内部群体的支持,可能提供一种更有效的策略,来改变保守的观点,鼓励绿色消费。
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引用次数: 0
Health Versus Indulgence: How Goal Conflict and Risk Perception Shape Compensatory Health Beliefs in Food Bundles 健康与放纵:目标冲突和风险感知如何塑造食物束的补偿性健康信念
IF 5.2 3区 管理学 Q2 BUSINESS Pub Date : 2025-11-20 DOI: 10.1002/cb.70074
Huayu Shi, Sigen Song, Xun Deng, Yi Zhang

Consumers frequently face trade-offs between immediate indulgence and long-term health. Prior research has largely examined binary health-versus-indulgence choices, leaving unanswered how such conflicts unfold in the more realistic context of mixed food bundles, where healthy and indulgent items co-occur. Moreover, compensatory health beliefs have typically been treated as a unitary construct, obscuring whether compensation fosters healthier actions versus licenses indulgence. A further ambiguity concerns the conflation of goal conflict with perceived health risk, raising questions about whether risk simply intensifies conflict or operates as a distinct boundary condition. This research addresses these gaps across four experiments. Study 1 shows that greater goal conflict predicts healthier bundle choices. Study 2 demonstrates mediation: immediate compensations encourage healthier selections, whereas future compensations justify indulgence. Study 3 manipulates compensatory orientation, providing causal evidence that the temporal framing of compensation alone shifts bundle choices. Study 4 manipulates perceived health risk and reveals moderation: under low risk, conflict strengthens immediate compensations; under high risk, reliance on delayed compensations is suppressed, leading consumers to adopt healthier bundles directly. The findings contribute theoretically by clarifying the temporal dynamics of compensatory reasoning, positioning risk perception as a boundary condition rather than a proxy for conflict, and reconciling prior inconsistencies. Methodologically, the bundle-choice paradigm enhances ecological validity beyond binary designs. Practically, the results offer guidance for public health and marketplace interventions by showing when small, real-time compensations are effective and when stronger risk-based strategies are required to promote balanced eating.

消费者经常要在一时的放纵和长期的健康之间做出取舍。先前的研究主要研究了健康与放纵的二元选择,但没有回答这种冲突是如何在更现实的混合食物束中展开的,在混合食物束中,健康和放纵的食物同时出现。此外,补偿性健康信念通常被视为一个单一的结构,模糊了补偿是促进更健康的行为还是纵容放纵。另一个歧义涉及目标冲突与感知到的健康风险的合并,这就提出了风险是仅仅加剧冲突还是作为一个明显的边界条件发挥作用的问题。本研究通过四个实验解决了这些差距。研究1表明,更大的目标冲突预示着更健康的捆绑选择。研究2证明了调解:即时补偿鼓励更健康的选择,而未来补偿证明放纵。研究3操纵了补偿取向,提供了因果证据,证明补偿的时间框架本身就会改变捆绑选择。研究4操纵感知健康风险并显示适度:在低风险下,冲突强化即时补偿;在高风险下,对延迟补偿的依赖被抑制,导致消费者直接采用更健康的捆绑。这些发现在理论上有助于澄清补偿性推理的时间动态,将风险感知定位为边界条件而不是冲突的代理,并调和先前的不一致。在方法上,捆绑选择范式提高了生态有效性,超越了二元设计。实际上,研究结果表明,什么时候小额实时补偿是有效的,什么时候需要更强有力的基于风险的战略来促进均衡饮食,从而为公共卫生和市场干预提供指导。
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引用次数: 0
Are Consumers Willing to Disclose Information to AI-Based Chatbot? The Roles of Anthropomorphism and Regulatory Focus 消费者愿意向基于人工智能的聊天机器人披露信息吗?拟人论与监管焦点的作用
IF 5.2 3区 管理学 Q2 BUSINESS Pub Date : 2025-11-19 DOI: 10.1002/cb.70076
Huijian Fu, Lixia Shang, Weican Lin, Helen S. Du

Though anthropomorphism has become a prevalent design strategy in artificial intelligence, scant empirical evidence has examined whether anthropomorphizing recommendation chatbots affects consumers' willingness to disclose personal information. This study therefore explores how chatbot anthropomorphism influences consumers' information-disclosure intention and the psychological mechanisms underlying this relationship. Findings from three experimental studies indicate that heightened chatbot anthropomorphism enhances consumers' information-disclosure intention (Studies 1, 2a, and 2b). This effect is mediated by perceived benefits (Study 1). Importantly, regulatory focus moderates the effect of chatbot anthropomorphism on information-disclosure intention (Studies 2a and 2b): promotion-focused consumers are more willing to disclose personal information when the chatbot anthropomorphism is high (vs. low), whereas prevention-focused consumers remain unaffected by varying levels of anthropomorphism. These findings shed light on how to design effective chatbot interfaces and how to target the right consumers.

虽然拟人化已经成为人工智能领域的一种流行设计策略,但很少有实证证据表明拟人化推荐聊天机器人是否会影响消费者披露个人信息的意愿。因此,本研究探讨了聊天机器人拟人化如何影响消费者的信息披露意愿,以及这种关系背后的心理机制。三个实验研究的结果表明,聊天机器人拟人化程度的提高会增强消费者的信息披露意愿(研究1、2a和2b)。这种效应是由感知利益介导的(研究1)。重要的是,监管焦点调节了聊天机器人拟人化对信息披露意愿的影响(研究2a和2b):当聊天机器人拟人化程度高(相对于低)时,促销导向的消费者更愿意披露个人信息,而预防导向的消费者则不受拟人化程度的影响。这些发现揭示了如何设计有效的聊天机器人界面以及如何瞄准正确的消费者。
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引用次数: 0
The Effect of Visual Perspective on Consumer Viewing and Purchase Intention in Live Streaming 视频直播中视觉视角对消费者观看和购买意愿的影响
IF 5.2 3区 管理学 Q2 BUSINESS Pub Date : 2025-11-18 DOI: 10.1002/cb.70069
Xiaoli Tang, Xiaolin Li, Zefeng Hao

With the rapid development of the digital economy, live-streaming marketing has become an important choice for businesses and consumers. Online product presentations are critical for e-commerce platforms to convey information and enhance product impressions. Based on sensory marketing theory, this study employs a questionnaire survey method to explore the impact of different visual perspectives (first-person or third-person) in live streaming on consumer continued viewing and purchase intentions. It further examines the mediating effects of virtual tactility and flow experience, while incorporating product type (functional vs. hedonic) as a moderator. Study 1 indicates that the visual perspective of online product presentations significantly directly affects consumer continued viewing and purchase intentions, with the third-person perspective being more effective in stimulating intentions. Building on this, Study 2 further investigates and validates the mediating roles of virtual tactility and flow experience in this influence process. Multi-angle presentation enables thorough product scrutiny and virtual tactility. When the perspectives match, consumer visual habits enable detailed product scrutiny. This boosts engagement and shopping immersion, triggering flow experience that impacts continued viewing and purchase intentions. Furthermore, Study 3 reveals that the product type moderates the relationship between visual perspective and consumer continued viewing and purchase intentions. In FPP live streaming, functional products elicited a more positive consumer intention than hedonic products. Conversely, in TPP live streaming, hedonic products elicited a more positive consumer intention than functional products. The conclusions of this research provide valuable references for merchants to reasonably design and optimize the visual perspectives of their online product presentations.

随着数字经济的快速发展,直播营销已经成为企业和消费者的重要选择。在线产品演示对于电子商务平台传达信息和增强产品印象至关重要。本研究基于感官营销理论,采用问卷调查的方法,探讨直播中不同的视觉视角(第一人称或第三人称)对消费者持续观看和购买意愿的影响。它进一步研究了虚拟触感和心流体验的中介效应,同时将产品类型(功能性vs.享乐性)作为调节因素。研究1表明,在线产品展示的视觉视角显著直接影响消费者的持续观看和购买意愿,第三人称视角在激发意愿方面更有效。在此基础上,研究2进一步探讨并验证了虚拟触感和心流体验在影响过程中的中介作用。多角度呈现,使产品彻底审查和虚拟触感。当视角相匹配时,消费者的视觉习惯就可以对产品进行详细的审查。这会提高用户粘性和购物沉浸感,触发流体验,影响持续观看和购买意图。研究3还发现,产品类型对视觉视角与消费者持续观看和购买意愿之间的关系具有调节作用。在FPP直播中,功能性产品比享乐性产品引发了更积极的消费意愿。相反,在TPP直播中,享乐产品比功能性产品引发了更积极的消费意愿。本研究的结论为商家合理设计和优化其在线产品展示的视觉视角提供了有价值的参考。
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引用次数: 0
What Can I Do for You? Amplification and Suppression: The Double-Edged Sword of Virtual Avatars 我能为您做些什么?放大与抑制:虚拟化身的双刃剑
IF 5.2 3区 管理学 Q2 BUSINESS Pub Date : 2025-11-14 DOI: 10.1002/cb.70071
Shaomu Wei, Jing Hu, Nan Meng

The effectiveness of virtual avatars in marketing varies significantly. It remains unclear how virtual avatars impact purchase intention. Therefore, this study aims to explore the effectiveness of two types of virtual avatars between high- and low-involvement products. This study constructs a theoretical model of the impact of virtual avatars—intelligent unrealistic and superficial avatars—on purchase intention and explores the boundary conditions of the double-edged sword effect. The results reveal that (1) intelligent unrealistic avatars increase purchase intention toward high-involvement products more than superficial avatars; (2) cognitive and social responses mediate the effect of intelligent unrealistic avatars on purchase intention; (3) superficial avatars increase purchase intention toward low-involvement products more than intelligent unrealistic avatars; (4) affective responses mediate the effect of superficial avatars on purchase intention. This study reveals the psychological mechanism of virtual avatars affecting consumers' purchase intention, and finds the “suppression” and “amplification” effects of virtual avatars. The findings could provide practical guidance for enterprises and marketers in virtual avatar design and practice.

虚拟化身在营销中的有效性差异很大。目前尚不清楚虚拟形象如何影响购买意愿。因此,本研究旨在探讨两种类型的虚拟化身在高介入和低介入产品之间的有效性。本研究构建了智能的、不现实的、肤浅的虚拟化身对购买意愿影响的理论模型,并探讨了双刃剑效应的边界条件。研究结果表明:(1)智能虚拟形象比肤浅虚拟形象更能提高消费者对高介入产品的购买意愿;(2)认知反应和社会反应在智能虚拟化身对购买意愿的影响中起中介作用;(3)肤浅的虚拟形象比智能的非现实虚拟形象更能增加对低介入产品的购买意愿;(4)情感反应在表层虚拟形象对购买意愿的影响中起中介作用。本研究揭示了虚拟化身影响消费者购买意愿的心理机制,发现了虚拟化身的“抑制”和“放大”效应。研究结果可以为企业和营销人员在虚拟化身的设计和实践中提供实践指导。
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引用次数: 0
AI Ghostwriting Remorse: Guilt for Using Generative AI in Interpersonal Heartfelt Messages 人工智能代笔悔恨:在人际情感信息中使用生成式人工智能的负罪感
IF 5.2 3区 管理学 Q2 BUSINESS Pub Date : 2025-11-14 DOI: 10.1002/cb.70057
Danielle Hass, Colleen P. Kirk, Julian Givi

The rise of generative AI (GenAI), such as ChatGPT, has transformed user communication. Consumers now use GenAI to craft personal messages, including birthday wishes, congratulatory notes, and even love poems. Although GenAI's technical capabilities are well documented, less is known about its psychological impacts in interpersonal contexts. This research investigates how consumers respond when using GenAI to author emotionally laden messages. Drawing on appraisal theory, we propose and find that GenAI use elicits guilt when presenting AI-generated messages as one's own. Across five preregistered experiments spanning varied messaging contexts, we demonstrate that consumers feel more guilt when they use GenAI for emotionally laden messages (vs. composing the message themselves). This effect is driven by perceived dishonesty. Supporting our dishonesty framework, we find that guilt also arises when a message is secretly written by a friend, but not when it comes on a pre-printed greeting card. Further consistent with a dishonesty account, the effect weakens when the message is written but not delivered, and when the recipient is socially distant (vs. close). This work advances theory by identifying perceived dishonesty as a key psychological mechanism behind consumer discomfort in GenAI-assisted personal communications and by incorporating appraisal theory as an explanatory framework. Practically, our findings suggest that firms and developers should design GenAI tools that emphasize transparency and co-creation to reduce negative emotional responses, especially in emotionally significant situations where honesty matters.

ChatGPT等生成式人工智能(GenAI)的兴起改变了用户的沟通方式。消费者现在使用GenAI来制作个人信息,包括生日祝福、贺信,甚至是情诗。尽管GenAI的技术能力已被充分证明,但它在人际关系中的心理影响却鲜为人知。这项研究调查了消费者在使用GenAI撰写充满情感的信息时的反应。根据评价理论,我们提出并发现,当将人工智能生成的信息作为自己的信息呈现时,使用GenAI会引发负罪感。在跨越不同信息环境的五个预注册实验中,我们证明,当消费者使用GenAI处理充满情感的信息时(与自己编写信息相比),他们会感到更内疚。这种效应是由感知到的不诚实所驱动的。为了支持我们的不诚实框架,我们发现,当一条信息是由朋友偷偷写的时候,负罪感也会产生,但当它出现在一张预先打印好的贺卡上时,负罪感就不会产生。与不诚实的说法进一步一致的是,当信息被写出来但没有被传递,以及当接收者在社交上疏远(与亲近)时,这种效果会减弱。这项工作通过将感知到的不诚实视为genai辅助个人沟通中消费者不适背后的关键心理机制,并将评估理论作为解释框架,从而推动了理论的发展。实际上,我们的研究结果表明,公司和开发者应该设计强调透明度和共同创造的GenAI工具,以减少负面情绪反应,特别是在诚实重要的情感重大情况下。
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引用次数: 0
期刊
Journal of Consumer Behaviour
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