Evidence map›Paper›PMID 39950503›Full record

ArticlePsychophysiology2025

Hidden Brain States Reveal the Temporal Dynamics of Neural Oscillations During Metaphor Generation and Their Role in Verbal Creativity.

Yuhua Yu, Lindsay Krebs, Mark Beeman, Vicky T Lai

Abstract read
In one paragraph

Article in Psychophysiology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. The white matter of Aha! moments.BMC psychology · 2026
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Yuhua YuDepartment of Psychology, Northwestern University, Evanston, Illinois, USA.ORCID 0000-0003-4878-4628
Lindsay KrebsDepartment of Psychology, Cognitive Science Program, University of Arizona, Tucson, Arizona, USA.
Mark BeemanDepartment of Psychology, Northwestern University, Evanston, Illinois, USA.
Vicky T LaiDepartment of Psychology, Cognitive Science Program, University of Arizona, Tucson, Arizona, USA.

Funding

TRAINING PROGRAM IN THE NEUROSCIENCE OF HUMAN COGNITIONT32NS047987 · NINDS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Rodrigo M Braga, Christina Maria Zelano · 2006 to 2026
$5.6M
National Science Foundation 2140897NINDS NIH HHS NS047987NINDS NIH HHS T32 NS047987
6 · The paper itself

Abstract

We investigated the oscillatory brain processes while people generated metaphors for science concepts. Applying a hidden Markov model, we extracted brain states, representing temporally disentangled oscillatory processes, from EEG data. By associating the trial-by-trial occupancy of brain states with the creative quality, novelty, and aptness of the generated metaphors, we identified oscillatory processes that played a role in creative ideation in a data-driven manner. Metaphor novelty was positively associated with occupancy in a state featuring widespread alpha-band synchronization during the early trial stage and occupancy in a state featuring alpha-band desynchronization during the later trial stage. In addition, metaphor novelty was negatively associated with gamma-band power. Our results not only extend previous literature on the role of oscillatory processes in creative ideation but also highlight the importance of temporal dynamics in understanding the brain mechanisms during sustained cognitive task performance.

Indexed as

Alpha RhythmBrainCreativityGamma RhythmMetaphorAdultElectroencephalographyFemaleHumansMaleYoung AdultcreativityEEGhidden Markov modelidea generationmetaphor

Identifiers

PMID39950503
PMCPMC11826972

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.