结构方程建模
心理学
国际商用机器公司
感知
技术接受模型
越南语
样品(材料)
应用心理学
社会认知理论
认知
质量(理念)
社会心理学
知识管理
结果(博弈论)
教育心理学
社会影响力
信息技术
数学教育
自我效能感
情感(语言学)
校长(计算机安全)
学习理论
人工智能
概念模型
情商
计算机科学
认知需要
可用性
生成模型
作者
Vi Loi Truong,T. Q. Nguyen
摘要
ABSTRACT This study examines the impact of Napkin AI, a generative artificial intelligence tool, on student learning outcomes and knowledge retention via creative mind mapping. The research model, which combines the Unified Theory of Acceptance and Use of Technology 2 (UTAUT2) with the Information Adoption Model (IAM), comprises six principal independent variables: Social Influence, Learning Support Environment, Ease of Use, Perceived Benefit, Information Quality of Mind Mapping, and Usefulness of Mind Mapping. Mediating variables comprise Behavioral Intention to Use, Actual Use of Mind Mapping, and Cognitive Engagement in Mind Mapping, while Knowledge Retention and Learning Outcome serve as dependent variables. The study employed a quantitative approach with a sample of 570 Vietnamese university students majoring in STEM. Data analysis was conducted using Structural Equation Modeling (SEM) with IBM SPSS 25 and AMOS 24. The model exhibited a satisfactory fit ( χ ²/ df = 1.906, GFI = 0.889, CFI = 0.935, TLI = 0.929, RMSEA = 0.040, PCLOSE = 1.000), with all direct routes being statistically significant ( p < 0.001 to p = 0.037). The findings underscore the significance of user perception and involvement in improving the educational efficacy of AI‐driven mind mapping tools, providing practical implications for technology integration in higher education.
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