Calcium Regulation Assignment: Alternative Styles in Successfully Learning About Biological Mechanisms

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Abstract

We have developed a pedagogical approach wherein learners acquire systems thinking skills and content knowledge by constructing qualitative representations. In this paper, we focus on how learners learn about the biological mechanisms of calcium regulation by constructing such a representation, how they interact with the software, and the effect on learning outcomes. The software contains various functionalities to support learners, and a workbook guides them through the process. Cluster analysis of learners’ use of the software categorizes them into three styles, which we have labelled: exploratory, comprehensive, and efficient. Learning outcomes are evaluated through pre- and post-tests and show overall improvement on systems thinking skills and content knowledge. No significant differences in outcome are observed between the interaction styles of learners. This implies that constructing qualitative representations effectively increases learners’ systems thinking skills and understanding of calcium regulation, regardless of their interaction style.
Original languageEnglish
Title of host publicationArtificial Intelligence in Education
Subtitle of host publication25th International Conference, AIED 2024, Recife, Brazil, July 8–12, 2024, Proceedings, Part I
EditorsAndrew M. Olney, Irene-Angelica Chounta, Zitao Liu, Olga C. Santos, Ig Ibert Bittencourt
Place of PublicationCham
PublisherSpringer
Pages220–234
VolumeLNAI 14829
EditionPart I
ISBN (Electronic)9783031643026
ISBN (Print)9783031643019
DOIs
Publication statusPublished - 2024
Event25th International Conference on Artificial Intelligence in Education - Recife, Brazil
Duration: 8 Jul 202412 Jul 2024

Publication series

NameLecture Notes in Computer Science
PublisherSpringer
Volume14829

Conference

Conference25th International Conference on Artificial Intelligence in Education
Abbreviated titleAIED 2024
Country/TerritoryBrazil
CityRecife
Period8/07/2412/07/24

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