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A Hierarchical Watershed Model of Fluid Intelligence in Childhood and Adolescence.

Accepted version
Peer-reviewed

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Authors

Fuhrmann, Delia 
Simpson-Kent, Ivan L 
Bathelt, Joe 
CALM Team 
Kievit, Rogier A 

Abstract

Fluid intelligence is the capacity to solve novel problems in the absence of task-specific knowledge and is highly predictive of outcomes like educational attainment and psychopathology. Here, we modeled the neurocognitive architecture of fluid intelligence in two cohorts: the Centre for Attention, Leaning and Memory sample (CALM) (N = 551, aged 5-17 years) and the Enhanced Nathan Kline Institute-Rockland Sample (NKI-RS) (N = 335, aged 6-17 years). We used multivariate structural equation modeling to test a preregistered watershed model of fluid intelligence. This model predicts that white matter contributes to intermediate cognitive phenotypes, like working memory and processing speed, which, in turn, contribute to fluid intelligence. We found that this model performed well for both samples and explained large amounts of variance in fluid intelligence (R2CALM = 51.2%, R2NKI-RS = 78.3%). The relationship between cognitive abilities and white matter differed with age, showing a dip in strength around ages 7-12 years. This age effect may reflect a reorganization of the neurocognitive architecture around pre- and early puberty. Overall, these findings highlight that intelligence is part of a complex hierarchical system of partially independent effects.

Description

Keywords

fractional anisotropy, processing speed, structural equation modeling, watershed model, working memory, Adolescent, Brain, Child, Child, Preschool, Cognition, Female, Humans, Intelligence, Magnetic Resonance Imaging, Male, Models, Neurological, Neuropsychological Tests, White Matter

Journal Title

Cereb Cortex

Conference Name

Journal ISSN

1047-3211
1460-2199

Volume Title

30

Publisher

Oxford University Press (OUP)

Rights

All rights reserved
Sponsorship
Wellcome Trust (107392/Z/15/Z)
MRC (unknown)
Medical Research Council (MC_UP_1401/1)
Medical Research Council (MC_U105559837)
Medical Research Council (MC_UU_00005/9)
Medical Research Council (MC_UU_00005/10)