Evidence map›Paper›PMID 36352510›Full record

ArticleCerebral cortex (New York, N.Y. : 1991)2023

Learning at your brain's rhythm: individualized entrainment boosts learning for perceptual decisions.

Elizabeth Michael, Lorena Santamaria Covarrubias, Victoria Leong, Zoe Kourtzi

Open access · hybridAbstract read
In one paragraph

Article in Cerebral cortex (New York, N.Y. : 1991), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
1.5field-weighted citation impact, top 18% of its field
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

9 citing papers in PubMed, 16 citations in OpenAlex.

  1. Trial
  2. Mechanisms Underlying Pain Avoidance in Complex Regional Pain Syndrome.European journal of pain (London, England) · 2026
    Observational
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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 at 1 institution in 2 countries.

Elizabeth MichaelDepartment of Psychology, University of Cambridge, Downing St, Cambridge CB2 3EB, United Kingdom.
Lorena Santamaria CovarrubiasDepartment of Psychology, University of Cambridge, Downing St, Cambridge CB2 3EB, United Kingdom.
Victoria LeongDepartment of Psychology, University of Cambridge, Downing St, Cambridge CB2 3EB, United Kingdom.
Zoe KourtziDepartment of Psychology, University of Cambridge, Downing St, Cambridge CB2 3EB, United Kingdom.
University of Cambridge · GB

Funding

Biotechnology and Biological Sciences Research Council BB/D52199X/1Biotechnology and Biological Sciences Research Council BB/E012604/1Biotechnology and Biological Sciences Research Council BB/H012508/1Biotechnology and Biological Sciences Research Council BB/P021255/1Biotechnology and Biological Sciences Research Council H012508Medical Research Council MC_UU_00030/15Wellcome Trust 205067/Z/16/ZWellcome Trust 206495/Z/17/Z
6 · The paper itself

Abstract

Training is known to improve our ability to make decisions when interacting in complex environments. However, individuals vary in their ability to learn new tasks and acquire new skills in different settings. Here, we test whether this variability in learning ability relates to individual brain oscillatory states. We use a visual flicker paradigm to entrain individuals at their own brain rhythm (i.e. peak alpha frequency) as measured by resting-state electroencephalography (EEG). We demonstrate that this individual frequency-matched brain entrainment results in faster learning in a visual identification task (i.e. detecting targets embedded in background clutter) compared to entrainment that does not match an individual's alpha frequency. Further, we show that learning is specific to the phase relationship between the entraining flicker and the visual target stimulus. EEG during entrainment showed that individualized alpha entrainment boosts alpha power, induces phase alignment in the pre-stimulus period, and results in shorter latency of early visual evoked potentials, suggesting that brain entrainment facilitates early visual processing to support improved perceptual decisions. These findings suggest that individualized brain entrainment may boost perceptual learning by altering gain control mechanisms in the visual cortex, indicating a key role for individual neural oscillatory states in learning and brain plasticity.

Indexed as

ElectroencephalographyEvoked Potentials, VisualAlpha RhythmBrainHumansLearningPhotic StimulationVisual PerceptionEEGentrainmentlearningperceptual decisionsvisual cortex

Identifiers

PMID36352510
PMCPMC10152088
OpenAlexW4308688163

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.