OSCR

Emergent blink rate in early childhood is associated with neural origins of executive function.

Code ↔ Paper

6 matches between paragraphs of the paper and lines of its authors' code, computed by the harvester (lexical-v1). Click a colored paragraph or line to see its counterpart.

The 6 matches
  1. [1] § Methods › Analysis plan ↔ code/MainAnalysis.R, lines 396–441 · score 0.88 · Residual diagnostics, residual variance, design cells, random intercept, SD ratio, fit
  2. [2] § Methods › Analysis plan ↔ code/MainAnalysis.R, lines 275–312 · score 0.76 · confidence intervals, Tukey adjustment, multiplicity adjustment, post hoc contrasts, pairwise, oxy Hb
  3. [3] § Results › Spontaneous eye-blink rate is associated with switching performance ↔ code/MainAnalysis.R, lines 146–211 · score 0.76 · post hoc Wilcoxon, rank biserial, signed rank, Friedman, Kendall, Bonferroni
  4. [4] § Methods › fNIRS recordings and analysis ↔ code/Fig4_plot.R, lines 1–58 · score 0.75 · lDLPFC, rRLPFC, lRLPFC, rDLPFC, oxy Hb, fNIRS
  5. [5] § Methods › Analysis plan ↔ code/Fig4_plot.R, lines 1–58 · score 0.74 · lDLPFC, rRLPFC, lRLPFC, sEBR, rDLPFC, switching accuracy
  6. [6] § Methods › fNIRS recordings and analysis ↔ code/MainAnalysis.R, lines 508–549 · score 0.65 · lDLPFC, rRLPFC, lRLPFC, rDLPFC, neural, correlated

Paper

Loaded from Europe PMC by your browser, not stored by OSCR: doi.org · Europe PMC

The paper is loaded when this pane is shown.

The authors' code

R · 767 lines · 41 KB · no license · 4 matches

This file is not shown here: its repository has no license, so its authors keep all their rights to it. Your browser cannot show it from its source either: OSF does not let the page of another site read its files.

It can be read at the source: code/MainAnalysis.R.

Overview

Authors: Ryuta Kuwamizu1,2, Nozomi Yamamoto2, Kota Otani1,2, Yusuke Moriguchi2
ORCID iDs: Ryuta Kuwamizu, Yusuke Moriguchi
  1. Institute of Health and Sport Sciences, University of Tsukuba, Ibaraki, Japan
  2. Graduate School of Letters, Kyoto University, Kyoto, Japan
Institutions: University of Tsukuba (Japan); Kyoto University (Japan)
Journal: Communications psychology, volume 4, issue 1, article 126
Dates: received 9 March 2026; accepted 4 August 2026; published online 15 September 2026
Type: Research article · Language: English
License: CC BY-NC-ND
Identifiers: DOI 10.1038/s44271-026-00524-6 · PMID 42744968 · PMCID PMC13578739 · OpenAlex W7213256404
Open access: gold, a free copy (OpenAlex)
Status: code verified
Categories: human (organism), cognitive (subfield)
Methods: Statistics, Connectivity, fMRI & imaging, Smoothing, state filtering, decompositions, Physiology & signal measures
Keywords: Cognitive control, Human behaviour
Topic: Ocular Surface and Contact Lens (Public Health, Environmental and Occupational Health, Medicine), according to OpenAlex
Funding: MEXT | Japan Society for the Promotion of Science (JSPS) (23H04830, 24K00486, 23KJ1169, 24K20598)
Citations: not cited yet (Europe PMC); 82 references in the paper

Abstract

The abstract is not reproduced here: the paper's license (CC BY-NC-ND) does not allow it. Read it in the paper, at the publisher or on Europe PMC.

Repository

Its files are read in the Code ↔ Paper reader above, with 6 matches between paragraphs and lines of code.

OSF mrz89

License: none: the authors keep all their rights
State: the link answers, verified on 26 September 2026
Evidence: files inventoried
Languages: R (2)
Size: 7 files, 2 scripts
Software Heritage: not checked
Found in: “Code availability”
Holds: README
Not found: license file, CITATION.cff, environment file, tests, continuous integration, documentation
Tools: tidyverse (2 files), easystats (1 file), emmeans (1 file), ggplot2 (1 file), lme4 (1 file), lmerTest (1 file), patchwork (1 file), rstatix (1 file)
Availability: 1 check, the latest on 26 September 2026: the link answers (HTTP 200)
  • 26 September 2026: the link answers (HTTP 200)
3 files, to read at the source

This repository has no license: its authors keep all rights. Read it at the source.

At the source:

Code availability statement

The paper has a code availability statement. Its license (CC BY-NC-ND) does not allow reproducing it here; in short, from what the harvester recognized in it:

  • it points to the authors' code: OSF mrz89

Read it in the paper: doi.org/10.1038/s44271-026-00524-6.

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;
  • 2 scripts, each with its path and the digest of its content;
  • 6 matches between paragraphs of the paper and lines of the code (method lexical-v1);
  • 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 availability statement

The paper has a data availability statement. Its license (CC BY-NC-ND) does not allow reproducing it here; in short, from what the harvester recognized in it:

  • no repository, dataset or request procedure was recognized in it

Read it in the paper: doi.org/10.1038/s44271-026-00524-6.

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, 27 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 4 authors, 2 keywords, 1 funder, 80 references.

Cite

This paper

Kuwamizu, R., Yamamoto, N., Otani, K., & Moriguchi, Y. (2026). Emergent blink rate in early childhood is associated with neural origins of executive function. Communications psychology, 4(1), 126. https://doi.org/10.1038/s44271-026-00524-6

BibTeX

@article{kuwamizu2026emergent,
author = {Kuwamizu, Ryuta and Yamamoto, Nozomi and Otani, Kota and Moriguchi, Yusuke},
title = {{Emergent blink rate in early childhood is associated with neural origins of executive function}},
journal = {Communications psychology},
year = {2026},
month = sep,
volume = {4},
number = {1},
pages = {126},
publisher = {Nature Publishing Group},
issn = {2731-9121},
doi = {10.1038/s44271-026-00524-6},
url = {https://doi.org/10.1038/s44271-026-00524-6},
pmid = {42744968},
pmcid = {PMC13578739}
}

RIS

TY - JOUR
AU - Kuwamizu, Ryuta
AU - Yamamoto, Nozomi
AU - Otani, Kota
AU - Moriguchi, Yusuke
TI - Emergent blink rate in early childhood is associated with neural origins of executive function
T2 - Communications psychology
J2 - Commun Psychol
PY - 2026
DA - 2026/09/15
VL - 4
IS - 1
SP - 126
SN - 2731-9121
PB - Nature Publishing Group
DO - 10.1038/s44271-026-00524-6
UR - https://doi.org/10.1038/s44271-026-00524-6
LA - en
ER -

CSL-JSON

{
"id": "10.1038/s44271-026-00524-6",
"type": "article-journal",
"title": "Emergent blink rate in early childhood is associated with neural origins of executive function",
"container-title": "Communications psychology",
"author": [
{
"family": "Kuwamizu",
"given": "Ryuta"
},
{
"family": "Yamamoto",
"given": "Nozomi"
},
{
"family": "Otani",
"given": "Kota"
},
{
"family": "Moriguchi",
"given": "Yusuke"
}
],
"container-title-short": "Commun Psychol",
"volume": "4",
"issue": "1",
"page": "126",
"DOI": "10.1038/s44271-026-00524-6",
"PMID": "42744968",
"PMCID": "PMC13578739",
"ISSN": "2731-9121",
"publisher": "Nature Publishing Group",
"URL": "https://doi.org/10.1038/s44271-026-00524-6",
"language": "en",
"issued": {
"date-parts": [
[
2026,
9,
15
]
]
}
}

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:10.1073/pnas.2603114123 [code]
The human hippocampus can pattern separate memories by meaning.
Journal: Proceedings of the National Academy of Sciences of the United States of America
In common: rstatix, easystats, emmeans, 5 other tools, cognitive
[2] doi:10.1016/j.neuroimage.2026.122115 [code]
Midfrontal theta power relates to response speeding following frustrative nonreward.
Journal: NeuroImage
In common: rstatix, easystats, emmeans, 5 other tools, cognitive
[3] doi:10.1038/s41467-026-74753-y [code]
A human-specific microRNA controls the timing of excitatory synaptogenesis.
Journal: Nature communications
In common: rstatix, easystats, emmeans, 5 other tools
[4] doi:10.1038/s41398-026-04010-9 [code]
Bullying victimization and brain development: a longitudinal structural magnetic resonance imaging study from adolescence to early adulthood.
Journal: Translational psychiatry
In common: rstatix, easystats, emmeans, 5 other tools
[5] doi:10.64898/2026.05.08.26348885 [code]
Insights from nine nights of self-applied, low-density sleep EEG during sleep restriction therapy: a proof-of-concept evaluation
Journal: medRxiv (preprint)
In common: rstatix, easystats, emmeans, 5 other tools
[6] doi:10.1126/sciadv.aeb8106 [code]
A thyroid hormone-mediated opsin switch initiates metamorphosis in a proto-vertebrate.
Journal: Science advances
In common: rstatix, easystats, emmeans, 5 other tools
[7] doi:10.1016/j.isci.2026.116047 [code]
Deciding to simulate: Cognitive mechanisms of predicting the decisions of others.
Journal: iScience
In common: rstatix, easystats, emmeans, 4 other tools, cognitive
[8] doi:10.1038/s41467-026-73865-9 [code]
Histamine shapes the neurocomputational dynamics of human learning.
Journal: Nature communications
In common: rstatix, easystats, emmeans, 4 other tools, cognitive
[9] doi:10.1038/s42003-026-10040-2 [code]
Functional dissociation of language and theory of mind in the developing superior temporal lobe.
Journal: Communications biology
In common: rstatix, emmeans, lmerTest, 3 other tools, cognitive, 1 reference
[10] doi:10.1126/sciadv.aec9291 [code]
Computational mechanisms of perception in autism revealed using games inspired by rodent operant tasks.
Journal: Science advances
In common: rstatix, easystats, emmeans, 4 other tools, cognitive

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.

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: questions and error reports about this paper and its code, from signed-in readers and its authors. It opens with sign-in.

Reproductions: reports from readers who ran the authors' code: what they reproduced, with which environment, commit and data. It opens with sign-in.

Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.