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Agent-Supported Peer Collaboration in MOOCs

While massive open online courses (MOOCs) can be effective in scaling education, orchestrating collaborative learning activities for large audiences remains a non-trivial task that introduces a series of practical challenges, such as the lack of adequate human support. Even when collaboration takes...

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Autores principales: Tegos, Stergios, Mavridis, Apostolos, Demetriadis, Stavros
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8461054/
https://www.ncbi.nlm.nih.gov/pubmed/34568814
http://dx.doi.org/10.3389/frai.2021.710856
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author Tegos, Stergios
Mavridis, Apostolos
Demetriadis, Stavros
author_facet Tegos, Stergios
Mavridis, Apostolos
Demetriadis, Stavros
author_sort Tegos, Stergios
collection PubMed
description While massive open online courses (MOOCs) can be effective in scaling education, orchestrating collaborative learning activities for large audiences remains a non-trivial task that introduces a series of practical challenges, such as the lack of adequate human support. Even when collaboration takes place, there is uncertainty whether meaningful interactions will occur among learners. This work presents the architecture of a prototype system called PeerTalk. The system was created to enable instructors to easily incorporate real-time collaborative learning activities into their online courses. Furthermore, PeerTalk employs a conversational agent service that aims to scaffold students’ online collaboration and provide valuable guidance, which can be configured by the course instructor. In order to investigate the user-acceptance of the system, two evaluation studies took place. The first one involved a group of experts, i.e., MOOC instructors who are expected to use such a system in their course, whereas the second study featured 44 postgraduate students. The study findings were encouraging in terms of the system efficiency and usability levels, laying the foundation for a conversational agent service, which can effectively scale the support of the teaching staff and be easily integrated in MOOC platforms, creating further opportunities for valuable social interaction among learners.
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spelling pubmed-84610542021-09-25 Agent-Supported Peer Collaboration in MOOCs Tegos, Stergios Mavridis, Apostolos Demetriadis, Stavros Front Artif Intell Artificial Intelligence While massive open online courses (MOOCs) can be effective in scaling education, orchestrating collaborative learning activities for large audiences remains a non-trivial task that introduces a series of practical challenges, such as the lack of adequate human support. Even when collaboration takes place, there is uncertainty whether meaningful interactions will occur among learners. This work presents the architecture of a prototype system called PeerTalk. The system was created to enable instructors to easily incorporate real-time collaborative learning activities into their online courses. Furthermore, PeerTalk employs a conversational agent service that aims to scaffold students’ online collaboration and provide valuable guidance, which can be configured by the course instructor. In order to investigate the user-acceptance of the system, two evaluation studies took place. The first one involved a group of experts, i.e., MOOC instructors who are expected to use such a system in their course, whereas the second study featured 44 postgraduate students. The study findings were encouraging in terms of the system efficiency and usability levels, laying the foundation for a conversational agent service, which can effectively scale the support of the teaching staff and be easily integrated in MOOC platforms, creating further opportunities for valuable social interaction among learners. Frontiers Media S.A. 2021-09-10 /pmc/articles/PMC8461054/ /pubmed/34568814 http://dx.doi.org/10.3389/frai.2021.710856 Text en Copyright © 2021 Tegos, Mavridis and Demetriadis. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Artificial Intelligence
Tegos, Stergios
Mavridis, Apostolos
Demetriadis, Stavros
Agent-Supported Peer Collaboration in MOOCs
title Agent-Supported Peer Collaboration in MOOCs
title_full Agent-Supported Peer Collaboration in MOOCs
title_fullStr Agent-Supported Peer Collaboration in MOOCs
title_full_unstemmed Agent-Supported Peer Collaboration in MOOCs
title_short Agent-Supported Peer Collaboration in MOOCs
title_sort agent-supported peer collaboration in moocs
topic Artificial Intelligence
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8461054/
https://www.ncbi.nlm.nih.gov/pubmed/34568814
http://dx.doi.org/10.3389/frai.2021.710856
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