• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

探索人工智能素养对英语学习者交流意愿的影响动态:人工智能学习自我效能感和课堂焦虑的关键中介作用。

Exploring the Dynamics of Artificial Intelligence Literacy on English as a Foreign Language Learners' Willingness to Communicate: The Critical Mediating Roles of Artificial Intelligence Learning Self-Efficacy and Classroom Anxiety.

作者信息

Zhang Qinqing, Nie Hua, Fan Jiqun, Liu Honggang

机构信息

School of Foreign Languages, Huainan Normal University, Huainan 232001, China.

School of Foreign Studies, China University of Political Science and Law, Beijing 100088, China.

出版信息

Behav Sci (Basel). 2025 Apr 14;15(4):523. doi: 10.3390/bs15040523.

DOI:10.3390/bs15040523
PMID:40282144
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12024140/
Abstract

The increasing incorporation of artificial intelligence (AI) in English as a foreign language (EFL) instruction has garnered much attention on the importance of technological elements in language instruction. However, while AI in education (AIED) is still in its early development, research on how learners' AI literacy affects their language learning outcomes is insufficient. Furthermore, studies examining the impact of learners' emotional states within the context of AIED are remarkably few. This study examines the interplay between AI literacy and EFL learners' willingness to communicate (WTC), emphasizing the mediating roles of learners' AI learning self-efficacy and foreign language classroom anxiety. This study utilizes structural equation modeling, analyzing data from 517 university students in China to construct a prediction model for WTC in AI-enhanced EFL contexts. The findings indicate that AI literacy improves self-efficacy in AI learning and diminishes classroom anxiety, both of which are significant mediators in the relationship between AI literacy and willingness to communicate. The study highlights the imperative of integrating AI literacy into EFL instruction to enhance learners' expressive confidence and mitigate fear. The findings improve understanding of the interplay between AI literacy, psychological factors, and language learning outcomes, offering practical insights for the integration of AI in EFL education.

摘要

人工智能(AI)在英语作为外语(EFL)教学中的应用日益广泛,这使得人们高度关注技术元素在语言教学中的重要性。然而,尽管教育人工智能(AIED)仍处于早期发展阶段,但关于学习者的人工智能素养如何影响其语言学习成果的研究却并不充分。此外,在教育人工智能背景下考察学习者情绪状态影响的研究也极为稀少。本研究探讨了人工智能素养与外语学习者的交际意愿(WTC)之间的相互作用,强调了学习者人工智能学习自我效能感和外语课堂焦虑的中介作用。本研究采用结构方程模型,分析了来自中国517名大学生的数据,以构建人工智能增强型外语学习环境下交际意愿的预测模型。研究结果表明,人工智能素养提高了人工智能学习的自我效能感,降低了课堂焦虑,这两者都是人工智能素养与交际意愿之间关系的重要中介因素。该研究强调了将人工智能素养融入外语教学以增强学习者表达自信和减轻恐惧的必要性。研究结果增进了我们对人工智能素养、心理因素和语言学习成果之间相互作用的理解,为人工智能在外语教育中的整合提供了实用见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/580c/12024140/a0087fc7b4cf/behavsci-15-00523-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/580c/12024140/edd472cd49c3/behavsci-15-00523-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/580c/12024140/a0087fc7b4cf/behavsci-15-00523-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/580c/12024140/edd472cd49c3/behavsci-15-00523-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/580c/12024140/a0087fc7b4cf/behavsci-15-00523-g002.jpg

相似文献

1
Exploring the Dynamics of Artificial Intelligence Literacy on English as a Foreign Language Learners' Willingness to Communicate: The Critical Mediating Roles of Artificial Intelligence Learning Self-Efficacy and Classroom Anxiety.探索人工智能素养对英语学习者交流意愿的影响动态:人工智能学习自我效能感和课堂焦虑的关键中介作用。
Behav Sci (Basel). 2025 Apr 14;15(4):523. doi: 10.3390/bs15040523.
2
From literacy to learning: The sequential mediation of attitudes and enjoyment in AI-assisted EFL education.从读写能力到学习:人工智能辅助的英语外语教学中态度与乐趣的序列中介作用
Heliyon. 2024 Aug 30;10(17):e37158. doi: 10.1016/j.heliyon.2024.e37158. eCollection 2024 Sep 15.
3
Digital communication activities and EFL learners' willingness to communicate and engagement: Exploring the intermediate language learners' perceptions.数字交流活动与英语外语学习者的交流意愿及参与度:探究中级语言学习者的看法。
Heliyon. 2024 Jan 29;10(3):e25213. doi: 10.1016/j.heliyon.2024.e25213. eCollection 2024 Feb 15.
4
The predictive effects of foreign language anxiety and boredom on willingness to communicate among Chinese struggling EFL learners.外语学习焦虑和无聊对中国英语学习困难学生交流意愿的预测作用。
Heliyon. 2023 Aug 29;9(9):e19610. doi: 10.1016/j.heliyon.2023.e19610. eCollection 2023 Sep.
5
The effect of classroom-based assessment (CBA) on Chinese EFL learners' speaking performance, engagement, and willingness to communicate: Undergraduate students' perceptions.基于课堂的评估(CBA)对中国英语外语学习者口语表现、参与度及交流意愿的影响:本科生的看法
Heliyon. 2024 Jun 6;10(12):e32629. doi: 10.1016/j.heliyon.2024.e32629. eCollection 2024 Jun 30.
6
Investigating the integration of artificial intelligence in English as foreign language classes for enhancing learners' affective factors: A systematic review.探究人工智能在外语(英语)课堂中的融入对提升学习者情感因素的影响:一项系统综述。
Heliyon. 2024 May 10;10(10):e31053. doi: 10.1016/j.heliyon.2024.e31053. eCollection 2024 May 30.
7
The relative importance of peace of mind, grit, and classroom environment in predicting willingness to communicate among learners in multi-ethnic regions: a latent dominance analysis.在多民族地区预测学习者沟通意愿方面,心境平和、毅力和课堂环境的相对重要性:一项潜在优势分析
BMC Psychol. 2025 Apr 18;13(1):401. doi: 10.1186/s40359-025-02676-2.
8
Investigating the association of informal digital learning of English with EFL learners' intercultural competence and willingness to communicate: a SEM study.调查非正式数字化英语学习与 EFL 学习者跨文化交际能力和交流意愿的关系:一项 SEM 研究。
BMC Psychol. 2023 Oct 6;11(1):314. doi: 10.1186/s40359-023-01365-2.
9
The role of English as a foreign language learners' grit and foreign language anxiety in their willingness to communicate: Theoretical perspectives.英语作为外语学习者的毅力和外语学习焦虑在其交际意愿中的作用:理论视角。
Front Psychol. 2022 Sep 14;13:1002562. doi: 10.3389/fpsyg.2022.1002562. eCollection 2022.
10
AI-empowered applications effects on EFL learners' engagement in the classroom and academic procrastination.人工智能赋能的应用对英语外语学习者课堂参与度和学业拖延的影响。
BMC Psychol. 2024 Dec 18;12(1):739. doi: 10.1186/s40359-024-02248-w.

引用本文的文献

1
Exploring How AI Literacy and Self-Regulated Learning Relate to Student Writing Performance and Well-Being in Generative AI-Supported Higher Education.探索在生成式人工智能支持的高等教育中,人工智能素养和自我调节学习与学生写作表现及幸福感之间的关系。
Behav Sci (Basel). 2025 May 20;15(5):705. doi: 10.3390/bs15050705.

本文引用的文献

1
Factors influencing pre-service special education teachers' intention toward AI in education: Digital literacy, teacher self-efficacy, perceived ease of use, and perceived usefulness.影响职前特殊教育教师对教育中人工智能意向的因素:数字素养、教师自我效能感、感知易用性和感知有用性。
Heliyon. 2024 Jul 18;10(14):e34894. doi: 10.1016/j.heliyon.2024.e34894. eCollection 2024 Jul 30.
2
What drives college students to use AI for L2 learning? Modeling the roles of self-efficacy, anxiety, and attitude based on an extended technology acceptance model.是什么驱使大学生使用人工智能进行第二语言学习?基于扩展的技术接受模型,对自我效能感、焦虑和态度的作用进行建模。
Acta Psychol (Amst). 2024 Sep;249:104442. doi: 10.1016/j.actpsy.2024.104442. Epub 2024 Aug 6.
3
Electronic Health Literacy as a Source of Self-Efficacy Among Community-Dwelling Older Adults.电子健康素养作为社区老年人自我效能感的一个来源
Clin Gerontol. 2024 Jul 1:1-10. doi: 10.1080/07317115.2024.2373894.
4
Relationship between digital capabilities and academic performance: the mediating effect of self-efficacy.数字能力与学业成绩之间的关系:自我效能感的中介作用。
BMC Nurs. 2023 Nov 17;22(1):434. doi: 10.1186/s12912-023-01593-2.
5
The Structural Relationship Between Teacher Support and Willingness to Communicate: The Mediation of L2 Anxiety and the Moderation of Growth Language Mindset.教师支持与沟通意愿的结构关系:二语焦虑的中介作用和成长型语言心态的调节作用。
J Psycholinguist Res. 2023 Dec;52(6):2955-2978. doi: 10.1007/s10936-023-10026-9. Epub 2023 Nov 8.
6
Impostor Phenomenon and L2 willingness to communicate: Testing communication anxiety and perceived L2 competence as mediators.冒名顶替现象与二语交流意愿:检验交流焦虑和感知二语能力作为中介变量的作用。
Front Psychol. 2023 Jan 9;13:1060091. doi: 10.3389/fpsyg.2022.1060091. eCollection 2022.
7
A structural equation model predicting adults' online learning self-efficacy.一个预测成年人在线学习自我效能感的结构方程模型。
Educ Inf Technol (Dordr). 2022;27(5):6233-6249. doi: 10.1007/s10639-021-10871-y. Epub 2022 Jan 5.
8
Relations between gender stereotyping and foreign language attainment: The mediating role of language learners' anxiety and self-efficacy.性别刻板印象与外语习得的关系:语言学习者焦虑和自我效能感的中介作用。
Br J Educ Psychol. 2022 Mar;92(1):212-235. doi: 10.1111/bjep.12446. Epub 2021 Jul 18.
9
Associations of Health Literacy, Social Media Use, and Self-Efficacy With Health Information-Seeking Intentions Among Social Media Users in China: Cross-sectional Survey.健康素养、社交媒体使用和自我效能感与中国社交媒体用户健康信息搜索意向的关联:横断面调查。
J Med Internet Res. 2021 Feb 25;23(2):e19134. doi: 10.2196/19134.
10
Adult Chinese as a Second Language Learners' Willingness to Communicate in Chinese: Effects of Cultural, Affective, and Linguistic Variables.成年华裔第二语言学习者用中文进行交流的意愿:文化、情感和语言变量的影响
Psychol Rep. 2017 Jun;120(3):423-442. doi: 10.1177/0033294117692808. Epub 2017 Feb 9.