Collaboration and interaction with smart mechanisms in flipped classrooms

IF 1.7 4区 计算机科学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Data Technologies and Applications Pub Date : 2023-01-25 DOI:10.1108/dta-04-2022-0171
Wu-Yuin Hwang, R. Nurtantyana, U. Hariyanti
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Abstract

PurposeThis study aimed to investigate learning behaviors deeply in flipped classrooms. In addition, it is worth considering how to help learners through recognition technology with natural language processing (NLP) when learners have question and answer (Q&A). In addition, the Internet of Things (IoT) can be utilized to make the physical learning environment more comfortable and smarter.Design/methodology/approachThe authors developed smart learning environment (SLE) with smart mechanisms supported by recognition technology, NLP and IoT to help learners and employed scaffolding to facilitate their group discussions. This study is an explanatory research to investigate graduate learners' learning behavior when they are collaborating with group members and interacting with the environment in flipped classroom using the proposed SLE.FindingsThe results revealed that learners who collaborated more while coediting had significant learning achievement, and NLP sufficiently addressed their questions. Physical conditions of the SLE were comfortable for learners. They perceived that SLE could facilitate group discussions with scaffolding.Practical implicationsThis study suggests to utilize flipped classrooms with technologies, e.g. Google Slides integration, to help learners to do more collaboration and use smart mechanisms, e.g. Q&A with NLP, to make learners more interacting during the discussion process.Originality/valueThe proposed SLE can record and analyze smartly their collaboration meaningfully with group members and interact with the environment. Accordingly, researchers found that collaboration in flipped classrooms can help their learning achievement, and it is worth being widely promoted.
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翻转课堂中智能机制的协作与互动
目的本研究旨在深入调查翻转课堂中的学习行为。此外,当学习者有问答时,如何通过识别技术和自然语言处理(NLP)来帮助学习者是值得考虑的。此外,物联网(IoT)可用于使物理学习环境更加舒适和智能。设计/方法论/方法作者开发了智能学习环境(SLE),该环境具有由识别技术、NLP和物联网支持的智能机制,以帮助学习者,并使用脚手架来促进他们的小组讨论。本研究是一项解释性研究,旨在调查研究生在翻转课堂上与小组成员合作和与环境互动时的学习行为。研究结果表明,在合并时合作较多的学习者具有显著的学习成就,NLP充分解决了他们的问题。SLE的身体状况对学习者来说是舒适的。他们认为SLE可以通过脚手架促进小组讨论。实践含义本研究建议利用翻转课堂和技术,如谷歌幻灯片集成,帮助学习者进行更多的协作,并使用智能机制,如NLP问答,使学习者在讨论过程中更多地互动。独创性/价值所提出的SLE可以智能地记录和分析他们与团队成员的有意义的合作,并与环境互动。因此,研究人员发现,翻转课堂中的合作可以帮助他们取得学习成绩,值得广泛推广。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Data Technologies and Applications
Data Technologies and Applications Social Sciences-Library and Information Sciences
CiteScore
3.80
自引率
6.20%
发文量
29
期刊介绍: Previously published as: Program Online from: 2018 Subject Area: Information & Knowledge Management, Library Studies
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