Reading ability in both deaf and hearing adults is linked to neural representations of abstract phonology derived from visual speech.
Overview
- Institute of Cognitive Neuroscience, University College London, London WC1N 3AZ, United Kingdom
- Deafness Cognition and Language Research Centre, Division of Psychology and Language Sciences, University College London, London WC1H 0PD, United Kingdom
- Department of Imaging Neuroscience, Queen Square Institute of Neurology, University College London, WC1N 3AR, United Kingdom
- Western Institute for Neuroscience, Western University, London, ON N6A 3K7, Canada
- Department of Computer Science, Western University, London, ON N6A 5B7, Canada
- Department of Statistical and Actuarial Sciences, Western University, London, ON N6A 5B7, Canada
Abstract
Reading is central to academic and vocational success. Some deaf children face reading challenges due to limited access to spoken or signed language. Robust phonological representations are key to reading development in hearing children. Spoken language phonology may be one of many contributors to reading development in deaf children. Indeed, speechreading ability correlates with reading skill in both deaf and hearing individuals, suggesting it is linked to reading development regardless of hearing status. Further support for this hypothesis would be provided by evidence that similar neural representations of speech phonology are evoked by visual speech and other language forms (auditory speech and text) and that these neural representations are related to reading proficiency. We used fMRI and representational similarity analysis (RSA) to identify shared neural representations of spoken language phonological structure. A group of deaf adult participants (N = 22), with a mixture of sign language and spoken language backgrounds and reading abilities, were presented with single lexical items as visual speech and dynamic text (cursive text, revealed letter-by-letter to promote a phonological reading strategy). Adult hearing participants (N = 25) were presented with the same words, but as visual speech and auditory speech. Shared neural representations of phonological structure of English words were found in each group in the superior and middle temporal cortex (STC/
Reproduced under the paper's license (CC BY), from the paper cited above.
Code
No file of the authors' code could be read here: it is described below, and read at its source.
OSF cba8z
Availability: 1 check, the latest on 28 September 2026: the link answers (HTTP 200)
- 28 September 2026: the link answers (HTTP 200)
The paper's code and data availability statement is in the Data section.
Tracing map
Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.
What the map holds:
- 1 repository of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
- 0 scripts, each with its path and the digest of its content;
- no match between paragraphs and code yet;
- neither the text of the paper nor the code itself.
Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.
Data
No dataset and no data link were found in the paper.
Data, Materials, and Software Availability
Processed data and analysis scripts have been deposited in the OSF (https://
Reproduced under the paper's license (CC BY), from the paper cited above.
Versions
The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.
Version 1, 28 September 2026: the first record
Recorded: type, language, journal, volume, issue, pages, dates, 7 authors, 5 keywords, 13 MeSH terms, 1 funder, 77 references.
Cite
This paper
Evans, S., Price, C. J., Diedrichsen, J., Twomey, T., Beedie, I., Fraser, M., & MacSweeney, M. (2026). Reading ability in both deaf and hearing adults is linked to neural representations of abstract phonology derived from visual speech. Proceedings of the National Academy of Sciences of the United States of America, 123(22), e2535704123. https://
BibTeX
@article{evans2026readin
author = {Evans, Samuel and Price, Cathy J and Diedrichsen, Jörn and Twomey, Tae and Beedie, Indie and Fraser, Maggie and MacSweeney, Mairéad},
title = {{Reading ability in both deaf and hearing adults is linked to neural representations of abstract phonology derived from visual speech}},
journal = {Proceedings of the National Academy of Sciences of the United States of America},
year = {2026},
month = may,
volume = {123},
number = {22},
pages = {e2535704123},
publisher = {National Academy of Sciences},
issn = {0027-8424},
doi = {10.1073/
url = {https://
pmid = {42190012},
pmcid = {PMC13229273}
}
RIS
TY - JOUR
AU - Evans, Samuel
AU - Price, Cathy J
AU - Diedrichsen, Jörn
AU - Twomey, Tae
AU - Beedie, Indie
AU - Fraser, Maggie
AU - MacSweeney, Mairéad
TI - Reading ability in both deaf and hearing adults is linked to neural representations of abstract phonology derived from visual speech
T2 - Proceedings of the National Academy of Sciences of the United States of America
J2 - Proc Natl Acad Sci U S A
PY - 2026
DA - 2026/
VL - 123
IS - 22
SP - e2535704123
SN - 0027-8424
PB - National Academy of Sciences
DO - 10.1073/
UR - https://
LA - en
ER -
CSL-JSON
{
"id": "10.1073/
"type": "article-journal",
"title": "Reading ability in both deaf and hearing adults is linked to neural representations of abstract phonology derived from visual speech",
"container-title": "Proceedings of the National Academy of Sciences of the United States of America",
"author": [
{
"family": "Evans",
"given": "Samuel"
},
{
"family": "Price",
"given": "Cathy J"
},
{
"family": "Diedrichsen",
"given": "Jörn"
},
{
"family": "Twomey",
"given": "Tae"
},
{
"family": "Beedie",
"given": "Indie"
},
{
"family": "Fraser",
"given": "Maggie"
},
{
"family": "MacSweeney",
"given": "Mairéad"
}
],
"container-title-short":
"volume": "123",
"issue": "22",
"page": "e2535704123",
"DOI": "10.1073/
"PMID": "42190012",
"PMCID": "PMC13229273",
"ISSN": "0027-8424",
"publisher": "National Academy of Sciences",
"URL": "https://
"language": "en",
"issued": {
"date-parts": [
[
2026,
5,
26
]
]
}
}
The tracing map gets a citation of its own once an author has validated it and it has a DOI.
Similar papers
The papers with a page that share the most with this one: the tools found in their code, their categories, datasets, cited references and authors, the rarest counting most.
- [1] doi:10.1162/nol.a.13 [code]
- Bilateral Word Selectivity Gradients in the Visual Word Form System in Skilled Deaf Readers.Journal: Neurobiology of language (Cambridge, Mass.)In common: cognitive, other condition, 10 references
- [2] doi:10.1044/2025_jslhr-24-00872 [code]
- The Role of Speech Reading During Visual Word Processing in Hearing Children: A Functional Magnetic Resonance Imaging Study.Journal: Journal of speech, language, and hearing research : JSLHRIn common: cognitive, 10 references
- [3] doi:10.1162/nol_a_00104
- Asymetric Event-Related Potential Priming Effects Between English Letters and American Sign Language Fingerspelling Fonts.Journal: Neurobiology of language (Cambridge, Mass.)In common: cognitive, other condition, 5 references
- [4] doi:10.1093/braincomms/fcag261 [code]
- Cortical speech envelope tracking reflects lesion-symptom profiles in post-stroke aphasia.Journal: Brain communicationsIn common: cognitive, 2 references, author Cathy J Price
- [5] doi:10.1162/nol_a_00143 [code]
- Impact of ASL Exposure on Spoken Phonemic Discrimination in Adult CI Users: A Functional Near-Infrared Spectroscopy Study.Journal: Neurobiology of language (Cambridge, Mass.)In common: cognitive, other condition, 5 references
- [6] doi:10.1007/s10548-023-00959-8 [code]
- The Development of Cortical Responses to the Integration of Audiovisual Speech in Infancy.Journal: Brain topographyIn common: 1 reference, author Samuel Evans
- [7] doi:10.1162/nol_a_00091 [code]
- Right Posterior Temporal Cortex Supports Integration of Phonetic and Talker Information.Journal: Neurobiology of language (Cambridge, Mass.)In common: cognitive, 5 references
- [8] doi:10.1162/nol_a_00145
- Selective Neural Entrainment Reveals Hierarchical Tuning to Linguistic Regularities in Reading.Journal: Neurobiology of language (Cambridge, Mass.)In common: cognitive, 5 references
- [9] doi:10.1162/imag.a.53 [code]
- Seeing speech: Neural mechanisms of cued speech perception in prelingually deaf and hearing users.Journal: Imaging neuroscience (Cambridge, Mass.)In common: cognitive, other condition, 4 references
- [10] doi:10.7554/elife.82566 [code]
- Statistical inference on representational geometries.Journal: eLifeIn common: 2 references, author Jörn Diedrichsen
Contribute
The authors of this paper can claim it, correct its record and validate its tracing map, and the maintainers of its code (its owner, or a public member of its organization) correct what it says of their repository; anyone signed in can ask for its removal. Every request goes to OSCR's own machine, which answers it; your account page follows them.
Sign in with ORCID to claim this paper as one of its authors, correct its record or validate its tracing map: when the paper's metadata lists your ORCID iD, you are recognized at once. Maintainers of its code: sign in with GitHub, then claim the repository on your account page.
Claim this paper
Correct its record
Say what each link of this record is, remove the ones that are not the paper's, add the ones that are missing. The correction becomes a new version of the record, in its Versions section.
Validate its tracing map
You validate the map as this page shows it: 1 repository of the authors' code, each at its verified commit and with its license, 0 scripts, and 0 matches between paragraphs and code (see the Code and Map sections). It then receives a DOI on Zenodo, with you (your ORCID iD) and OSCR as its creators; the code itself is not deposited.
The map's fingerprint: sha256:d7261450dbe2757f…
Add the badge to the code's README
If you are an author or a maintainer of this paper's code, you can add this badge. It says what OSCR knows of the paper (its code, its validated tracing map) and links the code to this page. Paste one of these snippets under the README's title. Keep the two marks around it, so that the badge can be replaced in place and is never added twice. OSCR changes nothing in your repository.
Markdown
<!-- oscr-badge:start -->
[](https://openscicode.org/badge/doi/10.1073/pnas.2535704123)
<!-- oscr-badge:end -->reStructuredText
.. oscr-badge:start
.. image:: https://openscicode.org/badge/doi/10.1073/pnas.2535704123.svg
:target: https://openscicode.org/badge/doi/10.1073/pnas.2535704123
:alt: OSCR
.. oscr-badge:endHTML
<!-- oscr-badge:start -->
<a href="https://openscicode.org/badge/doi/10.1073/pnas.2535704123"><img src="https://openscicode.org/badge/doi/10.1073/pnas.2535704123.svg" alt="OSCR"></a>
<!-- oscr-badge:end -->If you choose to, you can have the badge kept up to date for you, with oscr badge --write from the command line or with the GitHub Action in your repository's workflows. Every other form and option (a card, AsciiDoc, LaTeX, shields.io) is on the badge page.
Request its removal
To ask OSCR to remove this record, the copies of its authors' scripts or its tracing map, use the removal request page: signed in, you say who you are, what to remove and why, then review and confirm the request. Published rules decide every request (how).
Discussion, reproductions, activity
Discussion: code errors and mismatches between the code and the paper about this paper and its code, from readers and its authors, beside the paper and its tracing map.
Report a mismatch between the code and the paper · Report a code error (signed in)
Reproductions: reports from readers who ran the authors' code and did not get the paper's result, what they ran, with which environment, commit and data.
Report a reproduction failure (signed in)
Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.
