Collaborative Learning with Artificial Intelligence Speakers

IF 3.1 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH
Gyeong-Geon Lee, Seonyeong Mun, Myeong-Kyeong Shin, Xiaoming Zhai
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Abstract

This research aims to demonstrate that artificial intelligence (AI) can function not only as a tool for learning, but also as an intelligent agent with which humans can engage in collaborative learning (CL) to change epistemic practices in science classrooms. We adopted a design and development research approach, following the Analysis, Design, Development, Implementation and Evaluation (ADDIE) model, to prototype a tangible instructional system called Collaborative Learning with AI Speakers (CLAIS). The CLAIS system is designed to have 3–4 human learners join an AI speaker to form a small group, where humans and AI are considered peers participating in the Jigsaw learning process. The development was carried out using the NUGU AI speaker platform. The CLAIS system was successfully implemented in a Science Education course session with 15 pre-service elementary science teachers. The participants evaluated the CLAIS system through mixed methods surveys as teachers, learners, peers, and users. Quantitative data showed that the participants’ Intelligent-Technological, Pedagogical, and Content Knowledge was significantly increased after the CLAIS session, the perception of the CLAIS learning experience was positive, the peer assessment on AI speakers and human peers was different, and the user experience was ambivalent. Qualitative data showed that the participants came to anticipate future changes in the epistemic process in science classrooms, while acknowledging technical issues such as speech recognition and response latency. This study highlights the potential of human-AI collaboration for knowledge co-construction in authentic classroom settings and exemplifies how AI could shape the future landscape of epistemic practices in the classroom.

Abstract Image

人工智能协作学习演讲者
本研究旨在证明人工智能(AI)不仅可以作为学习工具,还可以作为智能代理,人类可以通过协作学习(CL)来改变科学课堂中的认知实践。我们采用了设计和开发研究方法,遵循分析、设计、开发、实施和评估(ADDIE)模型,构建了一个名为AI扬声器协同学习(CLAIS)的有形教学系统的原型。CLAIS系统的设计是让3-4名人类学习者加入一个人工智能演讲者组成一个小组,在这个小组中,人类和人工智能被视为同伴,参与拼图学习过程。使用NUGU AI音箱平台进行开发。CLAIS系统在15名职前小学科学教师的科学教育课程中成功实施。作为教师、学习者、同伴和用户,参与者通过混合方法调查来评估CLAIS系统。定量数据显示,参与者的智能技术、教学和内容知识在CLAIS课程后显著增加,对CLAIS学习体验的感知是积极的,对AI演讲者和人类同伴的同行评估不同,用户体验是矛盾的。定性数据显示,参与者开始预测科学课堂中认知过程的未来变化,同时承认语音识别和响应延迟等技术问题。本研究强调了人类与人工智能协作在真实课堂环境中知识共建的潜力,并举例说明了人工智能如何塑造未来课堂认知实践的格局。
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来源期刊
Science & Education
Science & Education EDUCATION & EDUCATIONAL RESEARCH-
CiteScore
6.60
自引率
14.00%
发文量
0
期刊介绍: Science Education publishes original articles on the latest issues and trends occurring internationally in science curriculum, instruction, learning, policy and preparation of science teachers with the aim to advance our knowledge of science education theory and practice. In addition to original articles, the journal features the following special sections: -Learning : consisting of theoretical and empirical research studies on learning of science. We invite manuscripts that investigate learning and its change and growth from various lenses, including psychological, social, cognitive, sociohistorical, and affective. Studies examining the relationship of learning to teaching, the science knowledge and practices, the learners themselves, and the contexts (social, political, physical, ideological, institutional, epistemological, and cultural) are similarly welcome. -Issues and Trends : consisting primarily of analytical, interpretive, or persuasive essays on current educational, social, or philosophical issues and trends relevant to the teaching of science. This special section particularly seeks to promote informed dialogues about current issues in science education, and carefully reasoned papers representing disparate viewpoints are welcomed. Manuscripts submitted for this section may be in the form of a position paper, a polemical piece, or a creative commentary. -Science Learning in Everyday Life : consisting of analytical, interpretative, or philosophical papers regarding learning science outside of the formal classroom. Papers should investigate experiences in settings such as community, home, the Internet, after school settings, museums, and other opportunities that develop science interest, knowledge or practices across the life span. Attention to issues and factors relating to equity in science learning are especially encouraged.. -Science Teacher Education [...]
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