ArticleCortex; a journal devoted to the study of the nervous system and behavior2019
The brain-structural correlates of mathematical expertise.
Article in Cortex; a journal devoted to the study of the nervous system and behavior, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers, 1 of them a synthesis that pooled it.
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Who cites it
15 citing papers in PubMed, 1 synthesis or guideline pooled it, 28 citations in OpenAlex.
- Occupational Neuroplasticity in the Human Brain: A Critical Review and Meta-Analysis of Neuroimaging Studies.Frontiers in human neuroscience · 2020Pooled it
- Uncovering Latent Cognitive, Metacognitive, and Neural Bases of Problem-Solving Deficits in Children with Developmental Dyscalculia.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026Article
- Glutamatergic signaling underlies brain structural organization for mathematical and reading abilities in children.Nature communications · 2026Article
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- Psychophysiological correlates of science communicators.PloS one · 2025Article
- The brain on expert medical performance: a systematic review and activation likelihood estimation functional magentic resonance imaging meta-analysis.Psychoradiology · 2025Review
- The influence of learning interest on complex mathematical problem-solving ability: the mediating effect of classroom disruptive behavior and self-efficacy.Frontiers in psychology · 2025Article
- The effect of parietal glutamate/GABA balance on test anxiety levels in early childhood in a cross-sectional and longitudinal study.Cerebral cortex (New York, N.Y. : 1991) · 2022Article
- Relationships Between Mathematics Performance and Attitude to Mathematics: Influences of Gender, Test Anxiety, and Working Memory.Frontiers in psychology · 2022Review
- The relation between parietal GABA concentration and numerical skills.Scientific reports · 2021Article
- Gray matter volume in left intraparietal sulcus predicts longitudinal gains in subtraction skill in elementary school.NeuroImage · 2021Article
- Predicting learning and achievement using GABA and glutamate concentrations in human development.PLoS biology · 2021Article
- The impact of a lack of mathematical education on brain development and future attainment.Proceedings of the National Academy of Sciences of the United States of America · 2021Article
- Connectivity adaptations in dopaminergic systems define the brain maturity of investors.Scientific reports · 2021Article
- Persistent Differences in Brain Structure in Developmental Dyscalculia: A Longitudinal Morphometry Study.Frontiers in human neuroscience · 2020Article
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8 authors at 5 institutions in 3 countries.
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Abstract
Studies in several domains of expertise have established that experience-dependent plasticity brings about both functional and anatomical changes. However, little is known about how such changes come to shape the brain in the case of expertise acquired by professional mathematicians. Here, we aimed to identify cognitive and brain-structural (grey and white matter) characteristics of mathematicians as compared to non-mathematicians. Mathematicians and non-mathematician academics from the University of Oxford underwent structural and diffusion MRI scans, and were tested on a cognitive battery assessing working memory, attention, IQ, numerical and social skills. At the behavioural level, mathematical expertise was associated with better performance in domain-general and domain-specific dimensions. At the grey matter level, in a whole-brain analysis, behavioural performance correlated with grey matter density in left superior frontal gyrus - positively for mathematicians but negatively for non-mathematicians; in a region of interest analysis, we found in mathematicians higher grey matter density in the right superior parietal lobule, but lower grey matter density in the right intraparietal sulcus and in the left inferior frontal gyrus. In terms of white matter, there were no significant group differences in fractional anisotropy or mean diffusivity. These results reveal new insights into the relationship between mathematical expertise and grey matter metrics in brain regions previously implicated in numerical cognition, as well as in regions that have so far received less attention in this field. Further studies, based on longitudinal designs and cognitive training, could examine the conjecture that such cross-sectional findings arise from a bidirectional link between experience and structural brain changes that is itself subject to change across the lifespan.
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