Evidence map›Paper›PMID 40764785›Full record

ArticleScientific reports2025

Modulation of alpha and theta waves by social stimuli in virtual educational environments.

Valentina Rueda-Castro, Julian Chacon, Jose Daniel Azofeifa, Patricia Caratozzolo, Sergio Camacho-Leon

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Valentina Rueda-CastroTecnologico de Monterrey, Institute for the Future of Education, Monterrey, 64700, Nuevo Leon, Mexico.
Julian ChaconTecnologico de Monterrey, School of Engineering and Sciences, Monterrey, 64700, Nuevo Leon, Mexico.
Jose Daniel AzofeifaTecnologico de Monterrey, Institute for the Future of Education, Monterrey, 64700, Nuevo Leon, Mexico.
Patricia CaratozzoloTecnologico de Monterrey, Institute for the Future of Education, Monterrey, 64700, Nuevo Leon, Mexico.
Sergio Camacho-LeonTecnologico de Monterrey, School of Engineering and Sciences, Monterrey, 64700, Nuevo Leon, Mexico. sergio.camacho@tec.mx.

Funding

Institute for the Future of Education, Tecnologico de Monterrey N23-425503
6 · The paper itself

Abstract

The Covid-19 pandemic accelerated digital adoption in education, leading many schools to switch to online learning. This shift impacted student motivation due to limited training and social isolation. Virtual Reality (VR) helped enhance student engagement; nevertheless, its influence on Concrete Experience and Abstract Conceptualization is unclear and needs further study. Understanding the impact of in-person interactions on well-being is also essential, as regions such as the MPFC and VMPC play a key role in social cognition. EEG studies stress brain-to-brain synchrony for effective learning. Increasing research examines technologies like the metaverse, robotics, and augmented reality in educational contexts, using portable EEG devices to study neurocognitive variables. Our study collected EEG data from students observing a social stimulus in Face-to-Face, VR, and Online settings. Analysis of Alpha (8-12 Hz) and Theta (4-7 Hz) waves showed VR significantly influenced Alpha waves, suggesting social stimuli modulate Alpha activity in VR environments.

Indexed as

Alpha RhythmCOVID-19Education, DistanceTheta RhythmVirtual RealityAdolescentAdultElectroencephalographyFemaleHumansMaleSARS-CoV-2StudentsYoung AdultEducational innovationEducational neuroscienceEEGSocial interactionVR

Identifiers

PMID40764785
PMCPMC12325683

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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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.