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Musical groove listening does not enhance primary motor cortex activation.

Code ↔ Paper

5 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 5 matches · 1 of them tie a paragraph to a whole file, not to given lines: a weak match, whose lines are not tinted
  1. [1] § Experiment 1 › Methods › Stimuli ↔ Experiment 1 - Visual/Stimulus Presentation Files/Stimulus Generation/spectral_noise_frequency_average_fftfirst.m, the whole file · a weak match · score 0.93 · generated spectrally matched, spectrally matched noise, temporal domain, white noise, envelope, fft
  2. [2] § Experiment 1 › Methods › Data analysis ↔ Experiment 2 - Auditory/EEG Analysis/step1_preproc_GAME.m, lines 328–349 · score 0.74 · 0.05–100 Hz, continuous EEG, Butterworth, IIR, cutoff, roll
  3. [3] § Experiment 1 › Methods › Data analysis ↔ Experiment 2 - Auditory/EEG Analysis/step1_preproc_GAME_aud.m, lines 340–361 · score 0.74 · 0.05–100 Hz, continuous EEG, Butterworth, IIR, cutoff, roll
  4. [4] § Experiment 2 › Methods › Stimuli ↔ Experiment 2 - Auditory/Stimulus Presentation Files/Stimulus Generation/GAME_aud_stimuli_EEGexp_noise.m, lines 47–51 · score 0.54 · decreasing volume changes, ramp, Loud, soft, sound, songs
  5. [5] § Experiment 2 › Methods › Stimuli ↔ Experiment 2 - Auditory/Stimulus Presentation Files/Stimulus Generation/GAME_aud_stimuli_EEGexp_music.m, lines 46–50 · score 0.53 · decreasing volume changes, ramp, Loud, soft, sound, songs

Paper

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The authors' code

MATLAB · 67 lines · 3.2 KB · no license · 1 match

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It can be read at the source: Experiment 1 - Visual/Stimulus Presentation Files/Stimulus Generation/spectral_noise_frequency_average_fftfirst.m.

Overview

Authors: Samantha R O’Connell1,2, Grace E Wilson1, Dan H Berkowitz1, Erin E Hannon1, Joel S Snyder1
  1. Department of Psychology, University of Nevada, Las Vegas, Las Vegas, NV, United States
  2. Department of Psychology, Wesleyan University, Middletown, CT, United States
Institutions: Wesleyan University (United States); University of Nevada, Las Vegas (United States)
Journal: Imaging neuroscience (Cambridge, Mass.), volume 4, article IMAG.a.1185
Dates: received 30 August 2025; accepted 3 March 2026; published online 3 April 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.1162/imag.a.1185 · PMID 41948136 · PMCID PMC13051682 · OpenAlex W7134971086
Open access: diamond, a free copy (OpenAlex)
Status: code verified
Categories: EEG (modality), human (organism), systems (subfield)
Keywords: groove, music, primary motor cortex, event-related potentials
Topic: Neuroscience and Music Perception (Cognitive Neuroscience, Neuroscience), according to OpenAlex
Citations: not cited yet (Europe PMC); 87 references in the paper

Abstract

Groove is the pleasurable urge to move to the beat of music, a universally experienced human phenomenon. Because listeners are often inspired to move to music with groove, we asked whether high-groove music would promote greater motor system activity than low-groove music, noise, or silence, as shown by shorter latency and/or greater amplitude of the lateralized readiness potential (LRP), an event-related potential measure of neural response preparation and execution in the primary motor cortex. In Experiment 1, 21 participants were presented with 1 of 2 symbols (@ and #) on a computer monitor and pressed a button with their left or right hand, depending on which symbol was presented, while listening to high-groove music, low-groove music, noise, or silence. Throughout the duration of the experiment, electroencephalography was recorded at the scalp and we calculated stimulus-locked and response-locked activity by averaging across correctly responded, non-artifact trials. In Experiment 2, 31 participants were tested with the same stimuli, procedure, and analysis, with the following exception: instead of responding to visual stimuli, participants pressed a button with their left or right hand, depending on whether they heard an occasional increase or decrease in intensity in the music or noise. None of the analyses in either experiment showed differences in LRP latency or amplitude between the high-groove or low-groove conditions. Several of the analyses yielded Bayes Factor values greater than 3 in favor of the null hypothesis. Thus, we found no evidence that high-groove music enhances activity in the primary motor cortex. Future studies should use other brain activity measurement and manipulation techniques to test the generality of our findings, including techniques that can separately measure different motor and auditory cortical areas.

Reproduced under the paper's license (CC BY), from the paper cited above.

Repository

Its files are read in the Code ↔ Paper reader above, with 5 matches between paragraphs and lines of code.

OSF fyq8d

License: none: the authors keep all their rights
State: the link answers, verified on 28 September 2026
Evidence: files inventoried
Languages: MATLAB (60)
Size: 66 files, 60 scripts
Software Heritage: not checked
Found in: “Data and Code Availability”
Not found: README, license file, CITATION.cff, environment file, tests, continuous integration, documentation
Tools: EEGLAB (50 files), ERPLAB (36 files)
Availability: 1 check, the latest on 28 September 2026: the link answers (HTTP 200)
  • 28 September 2026: the link answers (HTTP 200)
60 files, to read at the source

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

At the source: osf.io/fyq8d/

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;
  • 60 scripts, each with its path and the digest of its content;
  • 5 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 and Code Availability

The data are not available because ethics approval was not obtained for making the data available. Stimuli, presentation materials, and analysis scripts are given in this paper’s project page on the Open Science Framework at https://osf.io/fyq8d/.

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 2, 28 September 2026

  • Funding: added University of Nevada, Las Vegas

Version 1, 28 September 2026: the first record

Recorded: type, language, journal, volume, pages, dates, 5 authors, 4 keywords, 87 references.

Cite

This paper

O’Connell, S. R., Wilson, G. E., Berkowitz, D. H., Hannon, E. E., & Snyder, J. S. (2026). Musical groove listening does not enhance primary motor cortex activation. Imaging neuroscience (Cambridge, Mass.), 4, IMAG.a.1185. https://doi.org/10.1162/imag.a.1185

BibTeX

@article{oconnell2026musical,
author = {O’Connell, Samantha R and Wilson, Grace E and Berkowitz, Dan H and Hannon, Erin E and Snyder, Joel S},
title = {{Musical groove listening does not enhance primary motor cortex activation}},
journal = {Imaging neuroscience (Cambridge, Mass.)},
year = {2026},
month = apr,
volume = {4},
pages = {IMAG.a.1185},
publisher = {MIT Press},
issn = {2837-6056},
doi = {10.1162/imag.a.1185},
url = {https://doi.org/10.1162/imag.a.1185},
pmid = {41948136},
pmcid = {PMC13051682}
}

RIS

TY - JOUR
AU - O’Connell, Samantha R
AU - Wilson, Grace E
AU - Berkowitz, Dan H
AU - Hannon, Erin E
AU - Snyder, Joel S
TI - Musical groove listening does not enhance primary motor cortex activation
T2 - Imaging neuroscience (Cambridge, Mass.)
J2 - Imaging Neurosci (Camb)
PY - 2026
DA - 2026/04/03
VL - 4
SP - IMAG.a.1185
SN - 2837-6056
PB - MIT Press
DO - 10.1162/imag.a.1185
UR - https://doi.org/10.1162/imag.a.1185
LA - en
ER -

CSL-JSON

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