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Updated: May 1, 2026

A Standardized Pipeline for Examining Human Cerebellar Grey Matter Morphometry using Structural Magnetic Resonance Imaging
Published on: February 4, 2022
Reversed hierarchy in the brain for general and specific cognitive abilities: a morphometric analysis.
Francisco J Román1, Francisco J Abad, Sergio Escorial
1Facultad de Psicología, Universidad Autónoma de Madrid, 28049, Madrid, Spain; Fundación CIEN - Fundación Reina Sofía, 28031, Madrid, Spain.
Brain structure, specifically gray matter, shows fewer regions correlating with general intelligence compared to specific cognitive tests. This suggests a reversed hierarchy where broader cognitive abilities rely on more focused neural resources.
Area of Science:
- Neuroscience
- Cognitive Psychology
- Psychometrics
Background:
- Intelligence is a complex construct involving a hierarchy of cognitive abilities.
- General intelligence (g) and specific abilities represent different facets of cognitive function.
- Understanding the neural basis of intelligence requires examining brain structure at various levels of cognitive organization.
Purpose of the Study:
- To investigate the relationship between gray matter morphometric indices and different levels of the intelligence hierarchy.
- To determine if the neural correlates of intelligence differ across specific tests, first-order factors, and the general factor (g).
Main Methods:
- Structural magnetic resonance imaging (MRI) was used to measure gray matter volume, cortical surface area, and cortical thickness.
- One hundred and four healthy young adults completed a comprehensive cognitive battery.
- Latent scores for intelligence factors and individual tests were computed and analyzed for their gray matter correlates.
Main Results:
- Gray matter correlates of intelligence showed significant variability at the individual test level.
- This variability substantially decreased when analyzing first-order cognitive factors and the general intelligence factor (g).
- Fewer gray matter clusters accounted for individual differences in performance as cognitive generality increased.
Conclusions:
- The findings support a reversed hierarchy in the brain's neural organization relative to cognitive abilities.
- Higher levels of cognitive generality (e.g., g) are associated with a more consolidated set of gray matter correlates.
- This suggests that broad intelligent performance relies on a smaller, more integrated neural network.
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