Evidence map›Paper›PMID 42715214›Full record

ArticlePloS one2026

Design and validation of a modular smart headband with embroidered electrodes for comfortable EEG monitoring.

Komal Komal, Frances Cleary, Ram Prasadh Narayanan, John S G Wells, Marco Buiatti, Louise Bennett

Abstract readValidation Study
In one paragraph

Article in PloS one, 2026. 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

6 authors.

Komal KomalSchool of Health Sciences, Southeast Technological University, Waterford, Ireland.ORCID https://orcid.org/0000-0003-4618-4450
Frances ClearyWalton Institute, Southeast Technological University, Waterford, Ireland.ORCID https://orcid.org/0000-0003-1823-0157
Ram Prasadh NarayananWalton Institute, Southeast Technological University, Waterford, Ireland.ORCID https://orcid.org/0000-0002-4947-5993
John S G WellsSchool of Health Sciences, Southeast Technological University, Waterford, Ireland.
Marco BuiattiCenter for Mind/Brain Sciences, University of Trento, Rovereto, Italy.ORCID https://orcid.org/0000-0003-2362-7853
Louise BennettSchool of Health Sciences, Southeast Technological University, Waterford, Ireland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundWearable electroencephalography (EEG) systems enable neural monitoring beyond controlled laboratory environments. However, conventional EEG devices are limited by bulky hardware, lengthy setup procedures, electrode-related discomfort or irritation, and high costs, restricting their suitability for long-term real-world use.

objectiveThis study presents the design and validation of a modular smart EEG headband integrated with soft e-textile electrodes for comfortable, reliable out-of-lab EEG acquisition suitable for long-term neural monitoring.

methodsThis research developed six adjustable, replaceable embroidered electrodes (textrodes) incorporating a foam layer to improve scalp contact. These textrodes were embedded in a neoprene headband and positioned over the frontal and temporal regions just below the hairline. The performance of the smart headband in detecting spectral and event-related potential (ERP) effects in three standard tasks, such as eyes open/closed, auditory oddball, and visual oddball, on ten healthy participants, was validated and compared with a commercial system endowed with sponge-based wet electrodes. Comfort and usability were assessed via a standardized questionnaire.

resultsThe smart headband reliably captured alpha-band modulation during the eyes open/closed task (p = 0.01) and significant ERP effects in both the auditory and visual oddball tasks (p = 0.014 and p = 0.013, respectively), demonstrating performance comparable to the commercial system. Questionnaire results indicated superior comfort and the elimination of skin irritation for the smart headband.

conclusionThe smart headband demonstrates detectability of spectral/ERP functional responses comparable to a commercial sponge-based EEG cap, while substantially improving user comfort. SIGNIFICANCE: By combining soft embroidered electrodes with a wearable, modular form factor, this study advances wearable EEG technology toward comfortable, cost-effective applications, aligning with emerging needs in real-world neuromonitoring.

Indexed as

ElectroencephalographyWearable Electronic DevicesAdultElectrodesEquipment DesignEvoked PotentialsFemaleHumansMaleMonitoring, PhysiologicYoung Adult

Identifiers

PMID42715214
PMCPMC13557387

What Socratic holds

Textmetadata
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 Socratic graph.