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Changes in Aperiodic (1/f Slope) Activity During a Picture-Word Interference Task: Effects of Congruency and Sequence Manipulations.

Code ↔ Paper

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The 2 matches
  1. [1] § Method › Cluster‐Based Permutation Analyses (FWER‐Corrected) ↔ code_afterR1.Rmd, lines 1193–1254 · score 0.57 · sign flip, cluster statistic, FWER, permutation
  2. [2] § Method › Exploratory Analyses (No Correction for Multiple Comparisons) ↔ code_afterR1.Rmd, lines 1193–1254 · score 0.56 · global stimulus induced, Baseline correction, threshold, post, interactions

Paper

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

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The authors' code

R Markdown · 1,689 lines · 61 KB · no license · 2 matches

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Overview

  1. Center for Mind/Brain Sciences (CIMeC), Universitá Degli Studi di Trento‐Rovereto, Trento, Italy
  2. Department of Psychology, Universitá Degli Studi di Bologna, Bologna, Italy
  3. Centre for Cognitive Science, Jagiellonian University, Kraków, Poland
  4. Department of Psychology, University of Illinois Urbana‐Champaign, Champaign, Illinois, USA
  5. Beckman Institute for Advanced Science and Technology, University of Illinois Urbana‐Champaign, Champaign, Illinois, USA
  6. School of Psychology, University of East Anglia, Norwich, UK
Journal: Psychophysiology, volume 63, issue 8, article e70376
Dates: received 17 November 2025; accepted 29 July 2026; published online 8 August 2026; in print August 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.1111/psyp.70376 · PMID 42568317 · PMCID PMC13451924 · OpenAlex W7201979157
Open access: hybrid, a free copy (OpenAlex)
Status: code verified
Categories: EEG (modality), human (organism), cognitive (subfield)
Methods: Spectral & time-frequency, Statistics, Smoothing, state filtering, decompositions, Preprocessing, Evoked potentials, Complexity, fMRI & imaging
Keywords: aperiodic 1/f EEG, cognitive control, congruency effect, congruency sequence effect, neural noise, spatial distribution
MeSH: Attention*, Cerebral Cortex*, Evoked Potentials*, Executive Function*, Inhibition, Psychological*, Pattern Recognition, Visual*, Psychomotor Performance*, Adult, Electroencephalography, Female, Humans, Male, Young Adult (* major topic)
Topic: Neural and Behavioral Psychology Studies (Cognitive Neuroscience, Neuroscience), according to OpenAlex
Funding: National Institute on Aging (RF1AG062666); NIA NIH HHS (RF1AG062666, RF1 AG062666)
Citations: cited by 1 paper (Europe PMC); 75 references in the paper

Abstract

Aperiodic neural activity (1/f EEG) has been proposed to reflect the balance between excitatory and inhibitory (E/I) inputs, with steeper spectral slopes reflecting increased inhibition and flatter slopes indicating excitation. This activity is also thought to reflect the temporal coordination of neural firing, offering insights into fundamental brain dynamics. Recent studies have shown that the 1/f slope is sensitive to stimulus onset, characterized by initial inhibitory shifts followed by excitatory rebounds, which may reflect cognitive control mechanisms involved in suppressing distractions and preparing goal‐directed responses. However, previous research has relied on fixed temporal windows and insufficient control of ERP contamination, limiting our understanding of rapid control dynamics. Here we used newly developed time‐resolved analyses to study 1/f spectral slope modulation during a Picture‐Word Interference task, focusing on two canonical cognitive control markers: the Congruency Effect (CE) and Congruency Sequence Effect (CSE). Forty‐nine participants categorized pictures while ignoring congruent or incongruent words. Behaviorally, we replicated robust CE and CSE patterns. Spectral slope analyses showed that incongruent trials elicited steeper slopes—consistent with increased inhibition—particularly in frontal and central regions, reflecting conflict‐related control engagement. Moreover, CSE analyses revealed dynamic slope modulations across frontal, central, and occipital components over time, suggesting control adjustments influenced by previous trial congruency. These results provide the first within‐trial time‐resolved evidence that aperiodic 1/f EEG activity can track both immediate conflict resolution and cognitive adjustments, offering a temporally sensitive neural marker of cognitive control, albeit with effects that are small in magnitude on average.

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 2 matches between paragraphs and lines of code.

OSF z3qsg

License: none: the authors keep all their rights
State: the link answers, verified on 26 September 2026
Evidence: files inventoried
Languages: R (2)
Size: 6 files, 2 scripts
Software Heritage: not checked
Found in: “Data Availability Statement”
Holds: 2 notebooks
Not found: README, license file, CITATION.cff, environment file, tests, continuous integration, documentation
Tools: data.table (2 files), eegUtils (2 files), psych (2 files), tidyverse (2 files), ggplot2 (1 file), patchwork (1 file)
Availability: 1 check, the latest on 26 September 2026: the link answers (HTTP 200)
  • 26 September 2026: the link answers (HTTP 200)
2 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/z3qsg

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;
  • 2 scripts, each with its path and the digest of its content;
  • 2 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

Data and code necessary to reproduce the statistical analyses (Section 3.2.3) are available at https://osf.io/z3qsg.

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 3, 28 September 2026

  • Publisher: — → Wiley

Version 1, 27 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 8 authors, 6 keywords, 13 MeSH terms, 2 funders, 73 references.

Cite

This paper

Tronelli, V., Kałamała, P., Gratton, G., Fabiani, M., Gyurkovics, M., Low, K. A., Codispoti, M., & De Cesarei, A. (2026). Changes in Aperiodic (1/f Slope) Activity During a Picture-Word Interference Task: Effects of Congruency and Sequence Manipulations. Psychophysiology, 63(8), e70376. https://doi.org/10.1111/psyp.70376

BibTeX

@article{tronelli2026changes,
author = {Tronelli, Virginia and Kałamała, Patrycja and Gratton, Gabriele and Fabiani, Monica and Gyurkovics, Mate and Low, Kathy A and Codispoti, Maurizio and De Cesarei, Andrea},
title = {{Changes in Aperiodic (1/f Slope) Activity During a Picture-Word Interference Task: Effects of Congruency and Sequence Manipulations}},
journal = {Psychophysiology},
year = {2026},
month = aug,
volume = {63},
number = {8},
pages = {e70376},
publisher = {Wiley},
issn = {0048-5772},
doi = {10.1111/psyp.70376},
url = {https://doi.org/10.1111/psyp.70376},
pmid = {42568317},
pmcid = {PMC13451924}
}

RIS

TY - JOUR
AU - Tronelli, Virginia
AU - Kałamała, Patrycja
AU - Gratton, Gabriele
AU - Fabiani, Monica
AU - Gyurkovics, Mate
AU - Low, Kathy A
AU - Codispoti, Maurizio
AU - De Cesarei, Andrea
TI - Changes in Aperiodic (1/f Slope) Activity During a Picture-Word Interference Task: Effects of Congruency and Sequence Manipulations
T2 - Psychophysiology
J2 - Psychophysiology
PY - 2026
DA - 2026/08/01
VL - 63
IS - 8
SP - e70376
SN - 0048-5772
PB - Wiley
DO - 10.1111/psyp.70376
UR - https://doi.org/10.1111/psyp.70376
LA - en
ER -

CSL-JSON

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