ArticlePloS one2018
Examining the Triple Code Model in numerical cognition: An fMRI study.
Article in PloS one, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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Who cites it
16 citing papers in PubMed.
- Experience-dependent cortical plasticity in response to formal schooling: Effects on networks for reading and mathematics.Developmental cognitive neuroscience · 2026Article
- Regions in the human inferior temporal gyrus are engaged in numerosity processing across visual stimulus categories.Cerebral cortex (New York, N.Y. : 1991) · 2026Article
- Temporal order of activations and interactions during arithmetic calculations measured by intracranial electrophysiological recordings in the human brain.Scientific reports · 2026Article
- The neural basis of intuitive approximate number system in board game Go (Baduk) experts.Scientific reports · 2025Article
- Symbolic numerical generalization through representational alignment.CogSci ... Annual Conference of the Cognitive Science Society. Cognitive Science Society (U.S.). Conference · 2025Article
- Developmental dyscalculia is not associated with atypical brain activation: A univariate fMRI study of arithmetic, magnitude processing, and visuospatial working memory.Human brain mapping · 2023Article
- Learning-induced reorganization of number neurons and emergence of numerical representations in a biologically inspired neural network.Nature communications · 2023Article
- Phonological activation improves semantic access provided by Arabic digits and number words.Memory & cognition · 2023Article
- Representations within the Intraparietal Sulcus Distinguish Numerical Tasks and Formats.Journal of cognitive neuroscience · 2023Article
- Arithmetic in the signing brain: Differences and similarities in arithmetic processing between deaf signers and hearing non-signers.Journal of neuroscience research · 2023Article
- EEG based functional brain networks analysis in dyslexic children during arithmetic task.Cognitive neurodynamics · 2022Article
- Brief memory reactivations induce learning in the numeric domain.NPJ science of learning · 2022Article
- Impaired Arithmetic Fact Retrieval in an Adult with Developmental Dyscalculia: Evidence from Behavioral and Functional Brain Imaging Data.Brain sciences · 2022Article
- Numerical working memory alters alpha-beta oscillations and connectivity in the parietal cortices.Human brain mapping · 2020Article
- Symbolic fractions elicit an analog magnitude representation in school-age children.Journal of experimental child psychology · 2020Article
- Investigating the visual number form area: a replication study.Royal Society open science · 2019Article
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4 authors.
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Abstract
The Triple Code Model (TCM) of numerical cognition argues for the existence of three representational codes for number: Arabic digits, verbal number words, and analog nonsymbolic magnitude representations, each subserved by functionally dissociated neural substrates. Despite the popularity of the TCM, no study to date has explored all three numerical codes within one fMRI paradigm. We administered three tasks, associated with each of the aforementioned numerical codes, in order to explore the neural correlates of numerosity processing in a sample of adults (N = 46). Independent task-control contrast analyses revealed task-dependent activity in partial support of the model, but also highlight the inherent complexity of a distributed and overlapping fronto-parietal network involved in all numerical codes. The results indicate that the TCM correctly predicts the existence of some functionally dissociated neural substrates, but requires an update that accounts for interactions with attentional processes. Parametric contrasts corresponding to differences in task difficulty revealed specific neural correlates of the distance effect, where closely spaced numbers become more difficult to discriminate than numbers spaced further apart. A conjunction analysis illustrated overlapping neural correlates across all tasks, in line with recent proposals for a fronto-parietal network of number processing. We additionally provide tentative results suggesting the involvement of format-independent numerosity-sensitive retinotopic maps in the early visual stream, extending previous findings of nonsymbolic stimulus selectivity. We discuss the functional roles of the components associated with the model, as well as the purported fronto-parietal network, and offer arguments in favor of revising the TCM.
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