ArticleCerebral cortex (New York, N.Y. : 1991)2023
Learning at your brain's rhythm: individualized entrainment boosts learning for perceptual decisions.
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.
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.
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.
Who cites it
9 citing papers in PubMed, 16 citations in OpenAlex.
- A randomized controlled trial of alpha phase-locked auditory stimulation to treat symptoms of sleep onset insomnia.Scientific reports · 2024Trial
- Mechanisms Underlying Pain Avoidance in Complex Regional Pain Syndrome.European journal of pain (London, England) · 2026Observational
- Altered cortical alpha modulations and connectivity in complex regional pain syndrome.The journal of pain · 2026Article
- Disentangling the functional roles of pre-stimulus oscillations in crossmodal associative memory formation via sensory entrainment.Scientific reports · 2026Article
- Brain-Wave Music Enhances Inhibitory Control Performance by Modulating Oscillations in the Motor Cortex and Frontoparietal Network.Neural plasticity · 2026Article
- Rhythmic visual stimulation enhances visual search via occipito-parietal alpha modulation: an electroencephalographic study.Frontiers in neuroscience · 2026Article
- EEG changes associated with hallucinations caused by Charles Bonnet Syndrome.Frontiers in neurology · 2025Article
- Pretraining alpha rhythm enhancement by neurofeedback facilitates short-term perceptual learning and improves visual acuity by facilitated consolidation.Frontiers in neuroergonomics · 2024Article
- Enhancing visual perceptual learning using transcranial electrical stimulation: Transcranial alternating current stimulation outperforms both transcranial direct current and random noise stimulation.Journal of vision · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 1 institution in 2 countries.
Funding
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
Identifiers
What OpenQuestion holds
Registered trials
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.