On a New Taxonomy of Concepts and Conceptual Change: In Search of the Brain's Probabilistic Language of Learning Scientific Concepts

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Bibliographic Details
Title: On a New Taxonomy of Concepts and Conceptual Change: In Search of the Brain's Probabilistic Language of Learning Scientific Concepts
Language: English
Authors: Lin Li (ORCID 0000-0002-2192-5454), George Zhou
Source: Science & Education. 2025 34(4):2377-2407.
Availability: Springer. Available from: Springer Nature. One New York Plaza, Suite 4600, New York, NY 10004. Tel: 800-777-4643; Tel: 212-460-1500; Fax: 212-460-1700; e-mail: customerservice@springernature.com; Web site: https://link.springer.com/
Peer Reviewed: Y
Page Count: 31
Publication Date: 2025
Document Type: Journal Articles
Reports - Research
Descriptors: Scientific Concepts, Taxonomy, Motion, Foreign Students, Physics, Probability, Cognitive Processes, Learning Processes, Reaction Time, Error Patterns, Mathematics
DOI: 10.1007/s11191-024-00545-9
ISSN: 0926-7220
1573-1901
Abstract: Over four decades of conceptual change studies in education have been based on the assumption that learners come to science classrooms with functionally fixated intuitive ideas. However, it is largely ignored that such pre-instructional conceptions are probabilistic, reflecting some aspects of an idiosyncratic sampling of their experiences and intuitive decision-making. This mixed-method study foregrounds the probabilistic aspect of international students' intuitive-to-counterintuitive conceptions when learning pendulum motion. The probability here is rooted in a moving neural time average in the mind for characterizing these students' cognitive processes (sampling and decision-making) and learning processes (resampling and making a new decision). To sharpen the said focus, we would argue that a new taxonomy of physics concepts is needed to save the mathematical identification of the isochrony of pendulum motion. To connect the mathematical core-based taxonomy with reality, we conducted an experimental study and interviewed students to characterize these students' reaction time and error rates in matching the period of a visually presented pendulum, which embodied its mathematical identity: T = 2[pi][square root of]l/g. The reaction times and error rates data have converged on the probabilistic aspects of the students' active learning mechanisms in their mind. The pedagogical implications of such a probabilistic cognitive mechanism have also been discussed.
Abstractor: As Provided
Entry Date: 2025
Accession Number: EJ1482208
Database: ERIC
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Abstract:Over four decades of conceptual change studies in education have been based on the assumption that learners come to science classrooms with functionally fixated intuitive ideas. However, it is largely ignored that such pre-instructional conceptions are probabilistic, reflecting some aspects of an idiosyncratic sampling of their experiences and intuitive decision-making. This mixed-method study foregrounds the probabilistic aspect of international students' intuitive-to-counterintuitive conceptions when learning pendulum motion. The probability here is rooted in a moving neural time average in the mind for characterizing these students' cognitive processes (sampling and decision-making) and learning processes (resampling and making a new decision). To sharpen the said focus, we would argue that a new taxonomy of physics concepts is needed to save the mathematical identification of the isochrony of pendulum motion. To connect the mathematical core-based taxonomy with reality, we conducted an experimental study and interviewed students to characterize these students' reaction time and error rates in matching the period of a visually presented pendulum, which embodied its mathematical identity: T = 2[pi][square root of]l/g. The reaction times and error rates data have converged on the probabilistic aspects of the students' active learning mechanisms in their mind. The pedagogical implications of such a probabilistic cognitive mechanism have also been discussed.
ISSN:0926-7220
1573-1901
DOI:10.1007/s11191-024-00545-9