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Closing the loop – The human role in artificial intelligence for education

Recent advancements in artificial intelligence make its use in education more likely. In fact, existing learning systems already utilize it for supporting students’ learning or teachers’ judgments. In this perspective article, we want to elaborate on the role of humans in making decisions in the des...

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Autores principales: Ninaus, Manuel, Sailer, Michael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9453250/
https://www.ncbi.nlm.nih.gov/pubmed/36092115
http://dx.doi.org/10.3389/fpsyg.2022.956798
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author Ninaus, Manuel
Sailer, Michael
author_facet Ninaus, Manuel
Sailer, Michael
author_sort Ninaus, Manuel
collection PubMed
description Recent advancements in artificial intelligence make its use in education more likely. In fact, existing learning systems already utilize it for supporting students’ learning or teachers’ judgments. In this perspective article, we want to elaborate on the role of humans in making decisions in the design and implementation process of artificial intelligence in education. Therefore, we propose that an artificial intelligence-supported system in education can be considered a closed-loop system, which includes the steps of (i) data recording, (ii) pattern detection, and (iii) adaptivity. Besides the design process, we also consider the crucial role of the users in terms of decisions in educational contexts: While some implementations of artificial intelligence might make decisions on their own, we specifically highlight the high potential of striving for hybrid solutions in which different users, namely learners or teachers, are provided with information from artificial intelligence transparently for their own decisions. In light of the non-perfect accuracy of decisions of both artificial intelligence-based systems and users, we argue for balancing the process of human- and AI-driven decisions and mutual monitoring of these decisions. Accordingly, the decision-making process can be improved by taking both sides into account. Further, we emphasize the importance of contextualizing decisions. Potential erroneous decisions by either machines or humans can have very different consequences. In conclusion, humans have a crucial role at many stages in the process of designing and using artificial intelligence for education.
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spelling pubmed-94532502022-09-09 Closing the loop – The human role in artificial intelligence for education Ninaus, Manuel Sailer, Michael Front Psychol Psychology Recent advancements in artificial intelligence make its use in education more likely. In fact, existing learning systems already utilize it for supporting students’ learning or teachers’ judgments. In this perspective article, we want to elaborate on the role of humans in making decisions in the design and implementation process of artificial intelligence in education. Therefore, we propose that an artificial intelligence-supported system in education can be considered a closed-loop system, which includes the steps of (i) data recording, (ii) pattern detection, and (iii) adaptivity. Besides the design process, we also consider the crucial role of the users in terms of decisions in educational contexts: While some implementations of artificial intelligence might make decisions on their own, we specifically highlight the high potential of striving for hybrid solutions in which different users, namely learners or teachers, are provided with information from artificial intelligence transparently for their own decisions. In light of the non-perfect accuracy of decisions of both artificial intelligence-based systems and users, we argue for balancing the process of human- and AI-driven decisions and mutual monitoring of these decisions. Accordingly, the decision-making process can be improved by taking both sides into account. Further, we emphasize the importance of contextualizing decisions. Potential erroneous decisions by either machines or humans can have very different consequences. In conclusion, humans have a crucial role at many stages in the process of designing and using artificial intelligence for education. Frontiers Media S.A. 2022-08-25 /pmc/articles/PMC9453250/ /pubmed/36092115 http://dx.doi.org/10.3389/fpsyg.2022.956798 Text en Copyright © 2022 Ninaus and Sailer. 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 Psychology
Ninaus, Manuel
Sailer, Michael
Closing the loop – The human role in artificial intelligence for education
title Closing the loop – The human role in artificial intelligence for education
title_full Closing the loop – The human role in artificial intelligence for education
title_fullStr Closing the loop – The human role in artificial intelligence for education
title_full_unstemmed Closing the loop – The human role in artificial intelligence for education
title_short Closing the loop – The human role in artificial intelligence for education
title_sort closing the loop – the human role in artificial intelligence for education
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9453250/
https://www.ncbi.nlm.nih.gov/pubmed/36092115
http://dx.doi.org/10.3389/fpsyg.2022.956798
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