协作学习中的脚本干预与互惠教学:使用认知架构的教学代理和可教代理的比较

IF 4.7 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH
Yugo Hayashi , Shigen Shimojo , Tatsuyuki Kawamura
{"title":"协作学习中的脚本干预与互惠教学:使用认知架构的教学代理和可教代理的比较","authors":"Yugo Hayashi ,&nbsp;Shigen Shimojo ,&nbsp;Tatsuyuki Kawamura","doi":"10.1016/j.learninstruc.2024.102057","DOIUrl":null,"url":null,"abstract":"<div><h3>Background</h3><div>From a social constructivist viewpoint, collaborative learning—where learners engage through explanatory activities—is deemed effective. Research on computer-supported collaborative learning explored effective scaffolding provisions during learner interactions, revealing both the positive and negative effects of pedagogical interventions.</div></div><div><h3>Aims</h3><div>We posit that tutor interventions using a pedagogical conversational agent through scripted pedagogy can enhance collaborative learning. Learning-science studies have shown that reciprocal teaching between learners can improve their learning performance. Method superiority, implementation, and effects of combining scripted and reciprocal teaching strategies were investigated.</div></div><div><h3>Sample</h3><div>Participants comprised 134 university students.</div></div><div><h3>Methods</h3><div>We created a collaborative-learning environment wherein learner pairs utilized concept maps to elucidate psychological concepts, and the analysis employed a 2 × 2 between-subject factorial design. Based on the notions derived in previous studies on metacognitive reflections and learning-by-teaching, we examined two agent types: a virtual teacher (pedagogical agent) providing metacognitive reflections through scripts (scripted condition) and a virtual student (teachable agent) generating knowledge from concept maps created collaboratively by learners (reciprocal condition).</div></div><div><h3>Results</h3><div>Although both scripted and reciprocal teaching improved learning performance, scripted learning further enhanced the collaborative process; however, the effectiveness of combining these methods was only partially evident. A synergistic effect emerged through the generation of concept-map links, suggesting that mutual learning with reciprocal interactions among virtual students is as beneficial as scripted methods. The integration of these methods further enhances the learning process.</div></div><div><h3>Conclusions</h3><div>This study provides valuable insights for advancing the use of artificial intelligence in developing collaborative-learning support systems, particularly for integrating different scaffolding methods.</div></div>","PeriodicalId":48357,"journal":{"name":"Learning and Instruction","volume":"96 ","pages":"Article 102057"},"PeriodicalIF":4.7000,"publicationDate":"2025-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Scripted interventions versus reciprocal teaching in collaborative learning: A comparison of pedagogical and teachable agents using a cognitive architecture\",\"authors\":\"Yugo Hayashi ,&nbsp;Shigen Shimojo ,&nbsp;Tatsuyuki Kawamura\",\"doi\":\"10.1016/j.learninstruc.2024.102057\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Background</h3><div>From a social constructivist viewpoint, collaborative learning—where learners engage through explanatory activities—is deemed effective. Research on computer-supported collaborative learning explored effective scaffolding provisions during learner interactions, revealing both the positive and negative effects of pedagogical interventions.</div></div><div><h3>Aims</h3><div>We posit that tutor interventions using a pedagogical conversational agent through scripted pedagogy can enhance collaborative learning. Learning-science studies have shown that reciprocal teaching between learners can improve their learning performance. Method superiority, implementation, and effects of combining scripted and reciprocal teaching strategies were investigated.</div></div><div><h3>Sample</h3><div>Participants comprised 134 university students.</div></div><div><h3>Methods</h3><div>We created a collaborative-learning environment wherein learner pairs utilized concept maps to elucidate psychological concepts, and the analysis employed a 2 × 2 between-subject factorial design. Based on the notions derived in previous studies on metacognitive reflections and learning-by-teaching, we examined two agent types: a virtual teacher (pedagogical agent) providing metacognitive reflections through scripts (scripted condition) and a virtual student (teachable agent) generating knowledge from concept maps created collaboratively by learners (reciprocal condition).</div></div><div><h3>Results</h3><div>Although both scripted and reciprocal teaching improved learning performance, scripted learning further enhanced the collaborative process; however, the effectiveness of combining these methods was only partially evident. A synergistic effect emerged through the generation of concept-map links, suggesting that mutual learning with reciprocal interactions among virtual students is as beneficial as scripted methods. The integration of these methods further enhances the learning process.</div></div><div><h3>Conclusions</h3><div>This study provides valuable insights for advancing the use of artificial intelligence in developing collaborative-learning support systems, particularly for integrating different scaffolding methods.</div></div>\",\"PeriodicalId\":48357,\"journal\":{\"name\":\"Learning and Instruction\",\"volume\":\"96 \",\"pages\":\"Article 102057\"},\"PeriodicalIF\":4.7000,\"publicationDate\":\"2025-01-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Learning and Instruction\",\"FirstCategoryId\":\"95\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0959475224001841\",\"RegionNum\":1,\"RegionCategory\":\"教育学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"EDUCATION & EDUCATIONAL RESEARCH\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Learning and Instruction","FirstCategoryId":"95","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0959475224001841","RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"EDUCATION & EDUCATIONAL RESEARCH","Score":null,"Total":0}
引用次数: 0

摘要

从社会建构主义的观点来看,学习者通过解释性活动参与的协作学习被认为是有效的。计算机支持的协作学习研究探索了学习者互动过程中有效的脚手架设置,揭示了教学干预的积极和消极影响。目的我们假设导师通过脚本教学法使用教学会话代理进行干预可以增强协作学习。学习科学研究表明,学习者之间的互惠教学可以提高他们的学习成绩。探讨了脚本教学与互惠教学相结合的方法优势、实施情况及效果。样本参与者包括134名大学生。方法我们创造了一个协作学习环境,其中学习者对使用概念图来阐明心理概念,并采用2 × 2受试者间因子设计进行分析。基于以往关于元认知反射和教中学习的研究,我们研究了两种代理类型:虚拟教师(教学代理)通过脚本提供元认知反射(脚本条件)和虚拟学生(可教代理)从学习者协作创建的概念图中生成知识(互惠条件)。结果脚本式教学和互惠式教学均能提高学生的学习成绩,但脚本式学习进一步增强了学生的协作过程;然而,结合这些方法的有效性只是部分明显。通过概念图链接的产生产生了协同效应,这表明虚拟学生之间相互互动的相互学习与脚本方法一样有益。这些方法的整合进一步提高了学习过程。本研究为推进人工智能在开发协作学习支持系统中的应用提供了有价值的见解,特别是在整合不同的脚手架方法方面。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Scripted interventions versus reciprocal teaching in collaborative learning: A comparison of pedagogical and teachable agents using a cognitive architecture

Background

From a social constructivist viewpoint, collaborative learning—where learners engage through explanatory activities—is deemed effective. Research on computer-supported collaborative learning explored effective scaffolding provisions during learner interactions, revealing both the positive and negative effects of pedagogical interventions.

Aims

We posit that tutor interventions using a pedagogical conversational agent through scripted pedagogy can enhance collaborative learning. Learning-science studies have shown that reciprocal teaching between learners can improve their learning performance. Method superiority, implementation, and effects of combining scripted and reciprocal teaching strategies were investigated.

Sample

Participants comprised 134 university students.

Methods

We created a collaborative-learning environment wherein learner pairs utilized concept maps to elucidate psychological concepts, and the analysis employed a 2 × 2 between-subject factorial design. Based on the notions derived in previous studies on metacognitive reflections and learning-by-teaching, we examined two agent types: a virtual teacher (pedagogical agent) providing metacognitive reflections through scripts (scripted condition) and a virtual student (teachable agent) generating knowledge from concept maps created collaboratively by learners (reciprocal condition).

Results

Although both scripted and reciprocal teaching improved learning performance, scripted learning further enhanced the collaborative process; however, the effectiveness of combining these methods was only partially evident. A synergistic effect emerged through the generation of concept-map links, suggesting that mutual learning with reciprocal interactions among virtual students is as beneficial as scripted methods. The integration of these methods further enhances the learning process.

Conclusions

This study provides valuable insights for advancing the use of artificial intelligence in developing collaborative-learning support systems, particularly for integrating different scaffolding methods.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
11.30
自引率
4.80%
发文量
109
期刊介绍: As an international, multi-disciplinary, peer-refereed journal, Learning and Instruction provides a platform for the publication of the most advanced scientific research in the areas of learning, development, instruction and teaching. The journal welcomes original empirical investigations. The papers may represent a variety of theoretical perspectives and different methodological approaches. They may refer to any age level, from infants to adults and to a diversity of learning and instructional settings, from laboratory experiments to field studies. The major criteria in the review and the selection process concern the significance of the contribution to the area of learning and instruction, and the rigor of the study.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信