Evidence map›Paper›PMID 41551067›Full record

ArticleTribology letters2026

Quantifying Tactile Perception of Fabrics Using Both Frictional and Acoustic Methods.

Laure Kyriazis, Tugce Caykara, Daniel Ingo Hefft, Alberto Martinez, Zhenyu Jason Zhang

Abstract read
In one paragraph

Article in Tribology letters, 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

5 authors.

Laure KyriazisSchool of Chemical Engineering, University of Birmingham, Edgbaston, Birmingham, UK.
Tugce CaykaraSchool of Chemical Engineering, University of Birmingham, Edgbaston, Birmingham, UK.
Daniel Ingo HefftSchool of Chemical Engineering, University of Birmingham, Edgbaston, Birmingham, UK.
Alberto MartinezProcter & Gamble, Brussels Innovation Center, Strombeek-Bever, Belgium.
Zhenyu Jason ZhangSchool of Chemical Engineering, University of Birmingham, Edgbaston, Birmingham, UK.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Skin friction underpins tactile perception of formulated products, such as cosmetics, fabric softeners, and surface coatings, that are designed to deliver satisfactory tactile sensory properties. Establishing the correlation between the tribological properties of skin contacts and tactile perception is therefore critical. We have developed a novel approach to acquire the acoustic emission (AE) signal generated by human finger sliding against fabric and non-fabric substrates, whilst capturing its frictional characteristics with a force plate. Principal Component Analysis was deployed to construct clusters formed for each material based on the sensory evaluation, and to establish the correlation between frictional and acoustic emission data. Our results show that the planar solid substrates could be discriminated solely based on the friction results, whilst the fabric materials were not significantly discriminated by the Coefficient of Friction values. However, AE was able to differentiate the fabric substrates successfully, and therefore evidences a promising potential to provide complementary information on tactile perception whilst being versatile enough as a standalone method.

Indexed as

Acoustic emissionSkin tribologyTactile perception

Identifiers

PMID41551067
PMCPMC12804228

What OpenQuestion holds

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LicenceCC BY
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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 OpenQuestion graph.