使用文本到图像生成人工智能(AI)驱动用户行为和价值创造的因素:系统理论视角

IF 12.5 1区 社会学 Q1 SOCIAL ISSUES
Chih-Lung Hung , Jen-Her Wu , Po-Chuen Chiang , Qi Li , Yi-Cheng Chen
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引用次数: 0

摘要

图像生成人工智能的兴起使其成为图像创作者的重要工具,在制图、设计和摄影等领域受到欢迎。随着用户越来越依赖人工智能进行图像创作,了解驱动用户价值的因素变得至关重要。本研究以系统理论为基础,提出整合努力、相容性、协同性与价值创造之间关系的概念框架。来自531个人工智能图像创建者的数据支持了我们的假设,表明:(1)集成工作显著增强了兼容性和协同性;(2)相容性正向影响协同效应;(3)协同效应对用户价值创造产生直接而积极的影响;(4)协同在兼容性和集成努力这两个促成因素与用户价值创造之间的关系中起着重要的中介作用,兼容性也在集成努力与协同之间起到部分中介作用。这些结果扩展了系统理论,将其与资源基础观点更深入地整合在一起,并强调协同是一个关键因素,它不仅直接驱动用户价值创造,而且还调节兼容性和集成工作的效果。此外,该研究实证证实了用户价值可以通过三个关键结构概念化:效率、有效性和创新。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Factors driving user behavior and value creation with text-to-image generative artificial intelligence (AI): A systems theory perspective
The rise of image-generative AI has made it a crucial tool for image creators, gaining popularity in fields such as cartography, design, and photography. As users increasingly rely on AI for image creation, understanding the factors that drive user value becomes essential. Drawing on systems theory, this study proposes a conceptual framework to examine the relationships among integration effort, compatibility, synergy, and value creation. Data from 531 AI image creators supported our hypotheses, revealing that: (1) integration effort significantly enhances both compatibility and synergy; (2) compatibility positively influences synergy; (3) synergy directly and positively impacts user value creation; and (4) synergy serves as a critical mediator in the relationships between the two enablers—compatibility and integration effort—and user value creation, with compatibility also partially mediating the link between integration effort and synergy. These results extend systems theory by integrating it more deeply with the resource-based view and highlighting synergy as a pivotal factor that not only directly drives user value creation but also mediates the effects of compatibility and integration effort. Furthermore, the study empirically confirms that user value can be conceptualized through three key constructs: efficiency, effectiveness, and innovation.
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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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