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Shi, Guanxue; Lu, Shanshan; Bi, Hualin – Journal of Baltic Science Education, 2023
Explaining natural phenomena by determining causal relationships is conducive to understanding scientific concepts. In science education, numerous studies examine students' causal reasoning. Given the importance of core ideas for students' understanding of how and why a phenomenon occurs, the study focused on the relationship between students'…
Descriptors: Secondary School Students, Thinking Skills, Cognitive Processes, Concept Formation
Wiley, Jennifer; Hastings, Peter; Blaum, Dylan; Jaeger, Allison J.; Hughes, Simon; Wallace, Patricia; Griffin, Thomas D.; Britt, M. Anne – International Journal of Artificial Intelligence in Education, 2017
This article describes several approaches to assessing student understanding using written explanations that students generate as part of a multiple-document inquiry activity on a scientific topic (global warming). The current work attempts to capture the causal structure of student explanations as a way to detect the quality of the students'…
Descriptors: Science Instruction, Climate, Ecology, Concept Formation
Darabi, Aubteen; Arrastia-Lloyd, Meagan C.; Nelson, David W.; Liang, Xinya; Farrell, Jennifer – Advances in Health Sciences Education, 2015
In order to develop an expert-like mental model of complex systems, causal reasoning is essential. This study examines the differences between forward and backward instructional strategies in terms of efficiency, students' learning and progression of their mental models of the electronic transport chain in an undergraduate metabolism course…
Descriptors: Causal Models, Teaching Methods, Learning Processes, Undergraduate Students

Amsel, Eric; Brock, Susan – Cognitive Development, 1996
Examined developmental differences in evidence evaluation skills among school children, non-college educated adults, and college students, utilizing plant growth variables. Found that children were more strongly influenced by prior beliefs and missing data than were the two adult groups. Age and educational differences were found in the…
Descriptors: Adults, Beliefs, Causal Models, Children