Evidence map›Paper›PMID 40443255›Full record

ArticlePsychophysiology2025

Culturally Diverse Perceptions of EEG and Neurofeedback Research and How to Address Them to Reduce Sampling Bias.

Hedwig Eisenbarth, Chelsea D'Cruz, Joseph A Bulbulia, Bohemian Thanni

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. 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

4 authors.

Hedwig EisenbarthVictoria University of Wellington, Wellington, New Zealand.ORCID 0000-0002-0521-2630
Chelsea D'CruzVictoria University of Wellington, Wellington, New Zealand.
Joseph A BulbuliaVictoria University of Wellington, Wellington, New Zealand.ORCID 0000-0002-5861-2056
Bohemian ThanniVictoria University of Wellington, Wellington, New Zealand.

Funding

Faculty of Science, Victoria University of Wellington 220334
6 · The paper itself

Abstract

Little is known about whether cultural norms affect participation in Electroencephalography (EEG) research in general and in the applied context of EEG-based neurofeedback for emotion regulation training. As EEG administration requires direct contact with the head, this might interfere with cultural norms regarding the appropriateness of touching the head, and thereby prohibit individuals from taking part in such studies. However, the exclusion of participants given their cultural background limits generalization. To better understand a variety of cultural views, we investigated the perception of and attitudes towards EEG and neurofeedback across a culturally diverse group from Aotearoa New Zealand (N = 181). Descriptive and content analyses of online survey responses across all participants showed that most participants were not sure what EEG was or were unsure about its function. Knowledge about the neurofeedback methods was also minimal. Participants had helpful suggestions for making the research environment more comfortable. However, using neurofeedback for emotion regulation training was seen critically. Even within this research-keen, largely NZ European group, knowledge of EEG and neurofeedback was patchy -a gap that probably dampens participation by other cultural groups. Providing clear information upfront, creating a welcoming study environment, and letting participants choose the technician's gender should broaden the inclusiveness of future neuroscience research.

Indexed as

Cultural DiversityElectroencephalographyEmotional RegulationHealth Knowledge, Attitudes, PracticeNeurofeedbackAdolescentAdultFemaleHumansMaleMiddle AgedNew ZealandYoung Adultattitudesbiasinterestneurofeedbackneurophysiology

Identifiers

PMID40443255
PMCPMC12123391

What Socratic holds

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Registered trials

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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 Socratic graph.