Cargando…

Requirements and challenges for hybrid intelligence: A case-study in education

The potential for Artificial Intelligence is widely proclaimed. Yet, in everyday educational settings the use of this technology is limited. Particularly, if we consider smart systems that actually interact with learners in a knowledgeable way and as such support the learning process. It illustrates...

Descripción completa

Detalles Bibliográficos
Autores principales: Bredeweg, Bert, Kragten, Marco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9393386/
https://www.ncbi.nlm.nih.gov/pubmed/36003066
http://dx.doi.org/10.3389/frai.2022.891630
_version_ 1784771263438258176
author Bredeweg, Bert
Kragten, Marco
author_facet Bredeweg, Bert
Kragten, Marco
author_sort Bredeweg, Bert
collection PubMed
description The potential for Artificial Intelligence is widely proclaimed. Yet, in everyday educational settings the use of this technology is limited. Particularly, if we consider smart systems that actually interact with learners in a knowledgeable way and as such support the learning process. It illustrates the fact that teaching professionally is a complex challenge that is beyond the capabilities of current autonomous robots. On the other hand, dedicated forms of Artificial Intelligence can be very good at certain things. For example, computers are excellent chess players and automated route planners easily outperform humans. To deploy this potential, experts argue for a hybrid approach in which humans and smart systems collaboratively accomplish goals. How to realize this for education? What does it entail in practice? In this contribution, we investigate the idea of a hybrid approach in secondary education. As a case-study, we focus on learners acquiring systems thinking skills and our recently for this purpose developed pedagogical approach. Particularly, we discuss the kind of Artificial Intelligence that is needed in this situation, as well as which tasks the software can perform well and which tasks are better, or necessarily, left with the teacher.
format Online
Article
Text
id pubmed-9393386
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-93933862022-08-23 Requirements and challenges for hybrid intelligence: A case-study in education Bredeweg, Bert Kragten, Marco Front Artif Intell Artificial Intelligence The potential for Artificial Intelligence is widely proclaimed. Yet, in everyday educational settings the use of this technology is limited. Particularly, if we consider smart systems that actually interact with learners in a knowledgeable way and as such support the learning process. It illustrates the fact that teaching professionally is a complex challenge that is beyond the capabilities of current autonomous robots. On the other hand, dedicated forms of Artificial Intelligence can be very good at certain things. For example, computers are excellent chess players and automated route planners easily outperform humans. To deploy this potential, experts argue for a hybrid approach in which humans and smart systems collaboratively accomplish goals. How to realize this for education? What does it entail in practice? In this contribution, we investigate the idea of a hybrid approach in secondary education. As a case-study, we focus on learners acquiring systems thinking skills and our recently for this purpose developed pedagogical approach. Particularly, we discuss the kind of Artificial Intelligence that is needed in this situation, as well as which tasks the software can perform well and which tasks are better, or necessarily, left with the teacher. Frontiers Media S.A. 2022-08-08 /pmc/articles/PMC9393386/ /pubmed/36003066 http://dx.doi.org/10.3389/frai.2022.891630 Text en Copyright © 2022 Bredeweg and Kragten. 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
Bredeweg, Bert
Kragten, Marco
Requirements and challenges for hybrid intelligence: A case-study in education
title Requirements and challenges for hybrid intelligence: A case-study in education
title_full Requirements and challenges for hybrid intelligence: A case-study in education
title_fullStr Requirements and challenges for hybrid intelligence: A case-study in education
title_full_unstemmed Requirements and challenges for hybrid intelligence: A case-study in education
title_short Requirements and challenges for hybrid intelligence: A case-study in education
title_sort requirements and challenges for hybrid intelligence: a case-study in education
topic Artificial Intelligence
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9393386/
https://www.ncbi.nlm.nih.gov/pubmed/36003066
http://dx.doi.org/10.3389/frai.2022.891630
work_keys_str_mv AT bredewegbert requirementsandchallengesforhybridintelligenceacasestudyineducation
AT kragtenmarco requirementsandchallengesforhybridintelligenceacasestudyineducation