Prediction of Children's Math Learning Disability Using Longitudinal Brain Data and Machine Learning

Project Information

MathDevBML

Grant agreement ID: 101023033

DOI

10.3030/101023033

Project closed

EC signature date 22 April 2021

Start date 12 May 2022

End date 11 May 2024

Funded under

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Total cost

€ 184 707,84

EU contribution

€ 184 707,84

Coordinated by

INSTITUT NATIONAL DE LA SANTE ET DE LA RECHERCHE MEDICALE
France

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Peer reviewed articles (8)

Cortical representations of numbers and nonsymbolic quantities expand and segregate in children from 5 to 8 years of age

Author(s): Tomoya Nakai,Cléa Girard,Léa Longo,Hanna Chesnokova,Jérôme Prado
Published in: PLOS Biology, 2023, ISSN 1545-7885
Publisher: Public Library of Science
DOI: 10.1371/journal.pbio.3001935

Artificial neural network modelling of the neural population code underlying mathematical operations

Author(s): Tomoya Nakai; Shinji Nishimoto
Published in: NeuroImage, 2023, ISSN 1095-9572
Publisher: Elsevier
DOI: 10.1101/2022.06.06.494909

Syntactic theory of mathematical expressions

Author(s): Daiki Matsumoto; Tomoya Nakai
Published in: Cognitive Psychology, 2023, ISSN 1095-5623
Publisher: Elsevier
DOI: 10.31234/osf.io/87pmy

Quantitative modeling demonstrates format-invariant representations of mathematical problems in the brain

Author(s): Tomoya Nakai; Shinji Nishimoto
Published in: European Journal of Neuroscience, 2023, ISSN 1460-9568
Publisher: Wiley
DOI: 10.1101/2022.04.18.488703

Intergenerational transmission of brain structure and function in humans: a narrative review of designs, methods, and findings

Author(s): Charlotte Constant-Varlet; Tomoya Nakai; Jérôme Prado
Published in: Brain Structure and Function, 2024, ISSN 1863-2661
Publisher: Springer
DOI: 10.1007/s00429-024-02804-5

Algorithmic voice transformations reveal the phonological basis of language-familiarity effects in cross-cultural emotion judgments

Author(s): Tomoya Nakai; Laura Rachman; Pablo Arias Sarah; Kazuo Okanoya; Jean-Julien Aucouturier
Published in: PLoS ONE, 2023, ISSN 1932-6203
Publisher: Public Library of Science
DOI: 10.1371/journal.pone.0285028

From brain to education through machine learning: Predicting literacy and numeracy skills from neuroimaging data

Author(s): Tomoya Nakai; Coumarane Tirou; Jérôme Prado
Published in: Imaging Neuroscience, 2024, ISSN 2837-6056
Publisher: MIT Press
DOI: 10.1162/imag_a_00219

Representations and decodability of diverse cognitive functions are preserved across the human cortex, cerebellum, and subcortex

Author(s): Tomoya Nakai, Shinji Nishimoto
Published in: Communications Biology, 2022, ISSN 2399-3642
Publisher: Nature Portfolio
DOI: 10.1038/s42003-022-04221-y

Non-peer reviewed articles (2)

Brain2Music: Reconstructing Music from Human Brain Activity

Author(s): Timo I. Denk; Yu Takagi; Takuya Matsuyama; Andrea Agostinelli; Tomoya Nakai; Christian Frank; Shinji Nishimoto
Published in: arXiv, 2023, ISSN 2331-8422
Publisher: arXiv
DOI: 10.48550/arxiv.2307.11078

Cortical representational geometry of diverse tasks reveals subject-specific and subject-invariant cognitive structures

Author(s): Tomoya Nakai; Rieko Kubo; Shinji Nishimoto
Published in: bioRxiv, 2024, ISSN 2692-8205
Publisher: bioRxiv
DOI: 10.1101/2024.01.26.577334