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Computational Modeling of Sequential Dependencies in Mother-Child Social Interaction and Associations to Empathic Responses.

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Paper

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The authors' code

Markdown · 4 lines · 168 B · no license

  2. 1) data.zip contains the binary data extracted for each participants and used to generate the networks
  3. 2) src.zip contains the script used to generate the networks.

README.md at commit 9b92ec5, no license · at the source

Overview

Authors: Eleuda Nunez1, Yasuyo Minagawa2,3, Masakazu Hirokawa4,5, Eriko Yamamoto6,7, Yoko Hakuno6,8, Kenji Suzuki1
  1. Institute of Systems and Information Engineering University of Tsukuba Tsukuba Japan
  2. Department of Psychology, Faculty of Letters Keio University Kohoku‐ku Yokohama Japan
  3. Human Biology‐Microbiome‐Quantum Research Center (WPI‐Bio2Q) Keio University Shinjuku‐ku Tokyo Japan
  4. Artificial Intelligence Laboratory University of Tsukuba Tsukuba Japan
  5. NEC Corporation Knowledge Science Research Laboratories Kawasaki Japan
  6. Global Research Institute Keio University, Minato‐ku Tokyo Japan
  7. Sagami Women's University, Sagamihara‐shi Kanagawa‐ken Japan
  8. Institute of Systems and Information Engineering University of Tsukuba (JSPS Research Fellow) Tsukuba Ibaraki Japan
Institutions: University of Tsukuba (Japan); Keio University (Japan); NEC (Japan) (Japan); Sagami Women's University (Japan)
Journal: Developmental science, volume 29, issue 4, article e70208
Dates: received 2 April 2025; accepted 10 April 2026; published online 7 May 2026; in print July 2026
Type: Research article · Language: English
License: CC BY-NC-ND
Identifiers: DOI 10.1111/desc.70208 · PMID 42093311 · PMCID PMC13150403 · OpenAlex W7160511763
Open access: hybrid, a free copy (OpenAlex)
Status: code verified
Categories: human (organism), computational (subfield)
Methods: Spectral & time-frequency, Statistics, Smoothing, state filtering, decompositions, Physiology & signal measures
Keywords: Bayesian behavior modeling, mother–child interaction, neural correlates, physiological measurement, social communicative development
MeSH: Empathy*, Mother-Child Relations*, Social Interaction*, Bayes Theorem, Child, Preschool, Cognition, Computer Simulation, Female, Humans, Male, Social Behavior (* major topic)
Topic: Child and Animal Learning Development (Developmental and Educational Psychology, Psychology), according to OpenAlex
Funding: MEXT | Japan Science and Technology Agency (JST); MEXT | JST | Core Research for Evolutional Science and Technology (CREST) (JPMJCR19A2); INFER Co (H01PA18060)
Citations: not cited yet (Europe PMC); 65 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.

EMYEYK/Seq.Dep.study

License: none: the authors keep all their rights
State: the link answers, verified on 27 September 2026
Evidence: files inventoried
Commit: 9b92ec5a5bbb6af8b4f53f12b0259f92d057387d, 25 March 2026
Size: 3 files
Software Heritage: not archived
Found in: “Data Availability Statement”
Holds: README
Not found: license file, CITATION.cff, environment file, tests, continuous integration, documentation
Availability: 1 check, the latest on 27 September 2026: the link answers
  • 27 September 2026: the link answers
1 file
At the source: github.com/EMYEYK/Seq.Dep.study

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.

Code and data availability statement

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

Read it in the paper: doi.org/10.1111/desc.70208.

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 2, 28 September 2026

  • Publisher: n/a → Wiley

Version 1, 27 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 6 authors, 5 keywords, 11 MeSH terms, 3 funders, 45 references.

Cite

This paper

Nunez, E., Minagawa, Y., Hirokawa, M., Yamamoto, E., Hakuno, Y., & Suzuki, K. (2026). Computational Modeling of Sequential Dependencies in Mother-Child Social Interaction and Associations to Empathic Responses. Developmental science, 29(4), e70208. https://doi.org/10.1111/desc.70208

BibTeX

@article{nunez2026computational,
author = {Nunez, Eleuda and Minagawa, Yasuyo and Hirokawa, Masakazu and Yamamoto, Eriko and Hakuno, Yoko and Suzuki, Kenji},
title = {{Computational Modeling of Sequential Dependencies in Mother-Child Social Interaction and Associations to Empathic Responses}},
journal = {Developmental science},
year = {2026},
month = jul,
volume = {29},
number = {4},
pages = {e70208},
publisher = {Wiley},
issn = {1363-755X},
doi = {10.1111/desc.70208},
url = {https://doi.org/10.1111/desc.70208},
pmid = {42093311},
pmcid = {PMC13150403}
}

RIS

TY - JOUR
AU - Nunez, Eleuda
AU - Minagawa, Yasuyo
AU - Hirokawa, Masakazu
AU - Yamamoto, Eriko
AU - Hakuno, Yoko
AU - Suzuki, Kenji
TI - Computational Modeling of Sequential Dependencies in Mother-Child Social Interaction and Associations to Empathic Responses
T2 - Developmental science
J2 - Dev Sci
PY - 2026
DA - 2026/07/01
VL - 29
IS - 4
SP - e70208
SN - 1363-755X
PB - Wiley
DO - 10.1111/desc.70208
UR - https://doi.org/10.1111/desc.70208
LA - en
ER -

CSL-JSON

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