TY - CHAP
T1 - Calcium Regulation Assignment: Alternative Styles in Successfully Learning About Biological Mechanisms
AU - Kragten, Marco
AU - Bredeweg, Bert
PY - 2024
Y1 - 2024
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85200212802&partnerID=8YFLogxK
U2 - 10.1007/978-3-031-64302-6_16
DO - 10.1007/978-3-031-64302-6_16
M3 - Chapter
SN - 9783031643019
VL - LNAI 14829
T3 - Lecture Notes in Computer Science
SP - 220
EP - 234
BT - Artificial Intelligence in Education
A2 - Olney, Andrew M.
A2 - Chounta, Irene-Angelica
A2 - Liu, Zitao
A2 - Santos, Olga C.
A2 - Bittencourt, Ig Ibert
PB - Springer
CY - Cham
T2 - 25th International Conference on Artificial Intelligence in Education
Y2 - 8 July 2024 through 12 July 2024
ER -