ArticleFrontiers in neuroscience2023
Two sides of the same coin: distinct neuroanatomical patterns predict crystallized and fluid intelligence in adults.
Article in Frontiers in neuroscience, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- The "Brain's Traffic Map" Reveals Neural Pathways Linked to Coronary Microvascular Dysfunction in Women.Brain and behavior · 2026Observational
- Machine learning-derived multimodal Neurobiological profiles of behavioral activation traits in adolescents.European child & adolescent psychiatry · 2025Article
- Neural correlates differ between crystallized and fluid intelligence in adolescents.Translational psychiatry · 2025Article
- Understanding the Link Between Functional Profiles and Intelligence Through Dimensionality Reduction and Graph Analysis.Human brain mapping · 2025Article
- How individual BMI affected general cognitive ability in young adults: a moderated chain mediation model.Frontiers in public health · 2025Article
- Exploring crystallized and fluid intelligence in down syndrome using graph theory.Scientific reports · 2024Article
- Article
- Neuroanatomical profile of BMI implicates impulsive delay discounting and general cognitive ability.Obesity (Silver Spring, Md.) · 2023Article
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Authors and funding
5 authors.
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Abstract
Background: Crystallized intelligence (Gc) and fluid intelligence (Gf) are regarded as distinct intelligence components that statistically correlate with each other. However, the distinct neuroanatomical signatures of Gc and Gf in adults remain contentious. Methods: Machine learning cross-validated elastic net regression models were performed on the Human Connectome Project Young Adult dataset ( Results: The results revealed distinct multi-region neuroanatomical patterns predicted Gc and Gf, respectively, which were robust in a held-out test set ( Conclusion: These findings provided evidence that distinct machine learning-derived neuroanatomical patterns could predict Gc and Gf in healthy adults, highlighting differential neuroanatomical signatures of different aspects of intelligence.
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