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Analysis of the construction of the Metaverse "user base" from the agenda setting perspective: Research based on deep learning text analysis
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Xu-sen CHENG, Xiao-ling ZHANG, Tong XUE, Si-yu LEI, Bo YANG
Studies in Science of Science | 2026, 44(3) : 661 - 672
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Studies in Science of Science | 2026, 44(3): 661-672
• Frontiers and Opinions •
Analysis of the construction of the Metaverse "user base" from the agenda setting perspective: Research based on deep learning text analysis
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Xu-sen CHENG, Xiao-ling ZHANG, Tong XUE, Si-yu LEI, Bo YANG
Affiliations
  • School of Information, Renmin University of China, Beijing 100872, China
Published: 2026-03-15
Outline
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Based on the agenda setting theory and technology acceptance model, this research utilizes deep learning text analysis method to explore the state, causes and effective road to construct metaverse public cognition from the two levels of information transmission and reception. By analyzing the metaverse news and user’s comments data from 2021-2023, this research reveals the meta-cosmic agenda communication is a game involving multiple agents, and the secondary communication of information by opinion leaders dominates the formation of public emotional cognition. The content of the media agenda does not coincide with the focus of public comment and contrary to the news, the sentiment of user comments is negative, which is due to the interaction of multiple external variables such as policy culture, which affect the perception of technological usefulness and ease of use. This paper analyzes the “user element” of meta-universe from multiple angles and at a deep level, which provides reference for the new quality productivity forces integration of meta-universe innovation and development, meta-universe policy formulation, product innovation and content publicity.

new quality productivity forces  /  Metaverse  /  technological innovation  /  public cognition  /  agenda setting
程絮森, 张晓玲, 薛童, 雷思羽, 杨波. 议程设置视角下元宇宙“用户基础”建设研究——基于深度学习文本分析的研究. 科学学研究, 2026 , 44 (3) : 661 -672 .
Xu-sen CHENG, Xiao-ling ZHANG, Tong XUE, Si-yu LEI, Bo YANG. Analysis of the construction of the Metaverse "user base" from the agenda setting perspective: Research based on deep learning text analysis[J]. Studies in Science of Science, 2026 , 44 (3) : 661 -672 .
Year 2026 volume 44 Issue 3
68
34
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  • Receive Date:2025-01-05
  • Online Date:2026-10-09
  • Published:2026-03-15
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  • Received:2025-01-05
  • Revised:2025-03-24
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    School of Information, Renmin University of China, Beijing 100872, China
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表12种不同金属材料的力学参数
科
Family
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Number of
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种数
Number of
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Number of
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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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