Evidence map›Paper›PMID 41094922›Full record

ArticleSensors (Basel, Switzerland)2025

Cardiac Monitoring with Textile Capacitive Electrodes in Driving Applications: Characterization of Signal Quality and RR Duration Accuracy.

James Elber Duverger, Geordi-Gabriel Renaud Dumoulin, Victor Bellemin, Patricia Forcier, Justine Decaens, Ghyslain Gagnon, Alireza Saidi

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

7 authors.

James Elber DuvergerInstitut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail, Montréal, QC H3A 3C2, Canada.ORCID 0009-0009-4636-5076
Geordi-Gabriel Renaud DumoulinDepartment of Electrical Engineering, École de Technologie Supérieure, Université du Québec, Montréal, QC H3C 1K3, Canada.
Victor BelleminDepartment of Electrical Engineering, École de Technologie Supérieure, Université du Québec, Montréal, QC H3C 1K3, Canada.
Patricia ForcierCTT Group, Saint-Hyacinthe, QC J2S 1H9, Canada.
Justine DecaensCTT Group, Saint-Hyacinthe, QC J2S 1H9, Canada.
Ghyslain GagnonDepartment of Electrical Engineering, École de Technologie Supérieure, Université du Québec, Montréal, QC H3C 1K3, Canada.ORCID 0000-0001-9484-7218
Alireza SaidiInstitut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail, Montréal, QC H3A 3C2, Canada.ORCID 0000-0003-4816-6539

Funding

Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail 2020-0006Mitacs IT32803
6 · The paper itself

Abstract

Capacitive ECG sensors in automobiles enable unobtrusive heart rate monitoring as an indicator of a driver's alertness and health. This paper introduces a capacitive sensor with textile electrodes and provides insights into signal quality and RR duration accuracy. Electrodes of various shapes, sizes, and fabrics were integrated at various positions into the seat back of a driving simulator car seat. Seven subjects completed identical driving circuits with their cardiac signals being recorded simultaneously with textile electrodes and reference Ag-AgCl electrodes. Capacitive ECG signals with observable R peaks (after filtering) could be captured with almost all pairs of textile electrodes, independently of design or placement. Signal quality from textile electrodes was consistently lower compared with reference Ag-AgCl electrodes. Proximity to the heart or even contact with the body seems to be key but not enough to improve signal quality. However, accurate measurement of RR durations was mostly independent of signal quality since 90% of all RR durations measured on capacitive ECG signals had a percentage error below 5% compared to reference ECG signals. Accuracy was actually algorithm-dependent, where a classic Pan-Tompkins-based algorithm was interestingly outperformed by an in-house frequency-domain algorithm.

Indexed as

Automobile DrivingElectrocardiographyHeart RateTextilesAdultAlgorithmsElectric CapacitanceElectrodesHumansMaleMonitoring, PhysiologicSignal Processing, Computer-Assistedautomobileautomotive applicationcapacitive sensingcardiac monitoringdriver health statusdriving applicationECG sensorECG signalsignal quality indextextile capacitive electrode

Identifiers

PMID41094922
PMCPMC12526920

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.