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Published on: June 12, 2017
Predicting Math Ability Using Working Memory, Number Sense, and Neurophysiology in Children and Adults
Nienke E R van Bueren1,2, Sanne H G van der Ven1, Karin Roelofs1,3
1Behavioural Science Institute, Radboud University Nijmegen, 6525 GD Nijmegen, The Netherlands.
This study found that aperiodic brain activity, not working memory or number sense, is linked to mathematical ability in children and adults. Traditional EEG methods may obscure this crucial neurophysiological link.
Area of Science:
- Neuroscience
- Cognitive Science
- Developmental Psychology
Background:
- Mathematical ability is linked to domain-general and domain-specific processes.
- Neurophysiological underpinnings of mathematical ability, particularly beta oscillations, are under investigation.
- The mediating roles of working memory and number sense in mathematical ability require further clarification.
Purpose of the Study:
- To investigate if working memory and number sense mediate the relationship between resting-state beta oscillations and mathematical ability.
- To examine developmental differences (children vs. adults) in these mediating roles.
- To compare traditional EEG analysis with a newer parameterization method for periodic and aperiodic brain activity.
Main Methods:
- Electroencephalography (EEG) data were analyzed using both traditional methods and a parameterization method separating periodic and aperiodic activity.
- Participants included children and adults.
- Cognitive measures of working memory and number sense were assessed.
Main Results:
- No evidence was found for working memory or number sense mediating the relationship between brain oscillations and mathematical ability in either children or adults.
- The traditional EEG method conflated periodic and aperiodic brain activity.
- Aperiodic brain activity, unlike periodic activity, showed a strong relationship with mathematical ability, which varied between children and adults.
Conclusions:
- Cognitively, working memory and number sense do not appear to mediate the link between brain oscillations and mathematical ability.
- Neurophysiologically, aperiodic brain activity is more strongly associated with mathematical ability across development than periodic activity.
- The findings highlight the importance of advanced EEG analysis techniques for understanding the neural basis of mathematical ability.
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