Examining generative AI user addiction from a C-A-C perspective

IF 10.1 1区 社会学 Q1 SOCIAL ISSUES Technology in Society Pub Date : 2024-07-03 DOI:10.1016/j.techsoc.2024.102653
Tao Zhou, Chunlei Zhang
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Abstract

The rapid development of generative AI represented by ChatGPT has attracted a large number of users, but also brings problems such as user addiction, which may undermine its sustainable development. Drawing on a cognition-affect-conation (C-A-C) perspective, this research examined generative AI user addiction. We used a mixed method of structural equation modeling (SEM) and fuzzy-set qualitative comparative analysis (fsQCA) to conduct data analysis. The results show that perceived anthropomorphism, perceived interactivity, perceived intelligence, and perceived personalization influence flow experience and attachment, both of which further affect user addiction. The fsQCA revealed three configurations triggering user addiction, among which flow experience and attachment are the common core conditions. The results imply that generative AI companies need to prevent user addiction and ensure a sustainable development.

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从 C-A-C 角度研究生成式人工智能用户成瘾问题
以 ChatGPT 为代表的生成式人工智能的快速发展吸引了大量用户,但同时也带来了用户沉迷等问题,可能会影响其可持续发展。本研究从认知-影响-作用(C-A-C)的视角出发,探讨了生成式人工智能的用户成瘾问题。我们采用结构方程建模(SEM)和模糊集定性比较分析(fsQCA)的混合方法进行数据分析。结果表明,感知拟人化、感知交互性、感知智能和感知个性化会影响流动体验和依恋,而这两者又会进一步影响用户沉迷。fsQCA揭示了引发用户沉迷的三种配置,其中流动体验和依恋是共同的核心条件。研究结果表明,生成式人工智能公司需要防止用户上瘾,确保可持续发展。
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来源期刊
CiteScore
17.90
自引率
14.10%
发文量
316
审稿时长
60 days
期刊介绍: Technology in Society is a global journal dedicated to fostering discourse at the crossroads of technological change and the social, economic, business, and philosophical transformation of our world. The journal aims to provide scholarly contributions that empower decision-makers to thoughtfully and intentionally navigate the decisions shaping this dynamic landscape. A common thread across these fields is the role of technology in society, influencing economic, political, and cultural dynamics. Scholarly work in Technology in Society delves into the social forces shaping technological decisions and the societal choices regarding technology use. This encompasses scholarly and theoretical approaches (history and philosophy of science and technology, technology forecasting, economic growth, and policy, ethics), applied approaches (business innovation, technology management, legal and engineering), and developmental perspectives (technology transfer, technology assessment, and economic development). Detailed information about the journal's aims and scope on specific topics can be found in Technology in Society Briefings, accessible via our Special Issues and Article Collections.
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