Evidence map›Paper›PMID 40804237›Full record

ArticleNPJ science of learning2025

Distinct neural representational changes following cross-format number tutoring in children with mathematical difficulties.

Yunji Park, Yuan Zhang, Flora Schwartz, Teresa Iuculano, Hyesang Chang, Vinod Menon

Abstract read
In one paragraph

Article in NPJ science of learning, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

6 authors.

Yunji Park *Department of Psychiatry & Behavioral Sciences, Stanford University, Stanford, CA, USA. yunjip@stanford.edu.ORCID http://orcid.org/0000-0003-2904-9505
Yuan Zhang *Department of Psychiatry & Behavioral Sciences, Stanford University, Stanford, CA, USA.ORCID http://orcid.org/0000-0001-9157-5544
Flora SchwartzCLLE, Université de Toulouse & CNRS, Toulouse, France.
Teresa IuculanoCentre National de la Recherche Scientifique & Université Paris Sorbonne, Paris, France.
Hyesang ChangDepartment of Psychiatry & Behavioral Sciences, Stanford University, Stanford, CA, USA.ORCID http://orcid.org/0000-0002-2231-1112
Vinod MenonDepartment of Psychiatry & Behavioral Sciences, Stanford University, Stanford, CA, USA. menon@stanford.edu.ORCID http://orcid.org/0000-0003-1622-9857

Funding

Interventions in Math Learning Disabilities: Cognitive and Neural CorrelatesR01HD059205 · NICHD · STANFORD UNIVERSITY · PI Vinod Menon · 2009 to 2026
$10.8M
Longitudinal Neurocognitive Studies of Mathematical Disabilities: trajectories and outcomesR37HD094623 · NICHD · STANFORD UNIVERSITY · PI Vinod Menon · 2018 to 2026
$6.8M
Mathematical Cognition in Autism: A Cognitive and Systems Neuroscience ApproachR01MH084164 · NIMH · STANFORD UNIVERSITY · PI MENON, VINOD · 2011 to 2021
$6.7M
National Science Foundation (NSF) DRL-2024856NICHD NIH HHS R01 HD059205NICHD NIH HHS R37 HD094623NIMH NIH HHS R01 MH084164U.S. Department of Health & Human Services | NIH | Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD) HD059205U.S. Department of Health & Human Services | NIH | Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD) HD094623U.S. Department of Health & Human Services | NIH | National Institute of Mental Health (NIMH) MH084164
6 · The paper itself

Abstract

Children with mathematical difficulties (MD) often struggle to connect abstract numerical symbols with corresponding nonsymbolic quantities, a foundational skill for mathematical development. We evaluated a 4-week personalized cross-format number (CFN) tutoring program designed to strengthen these symbolic-nonsymbolic mappings in children with MD aged 7-10 years. CFN tutoring was associated with significant improvements in numerical and arithmetic fluency. Neural representational similarity (NRS) analysis revealed that deficient cross-format NRS in children with MD was normalized following tutoring, aligning with pre-tutoring levels of typically-developing (TD) peers. This normalization was most pronounced in parietal and parahippocampal regions known to support quantity and spatial representation. We observed a distinctive pattern of neural plasticity across groups-children with MD showed increased cross-format NRS following tutoring, while TD children showed a decrease-suggesting a nonlinear, skill-dependent plasticity. These findings underscore the need for developmentally tailored interventions to support children with MD through targeted, evidence-based strategies.

Identifiers

PMID40804237
PMCPMC12350621

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.