Evidence map›Paper›PMID 42050054›Full record

ArticleScientific reports2026

Hydration-stable PVA-based skin phantom for wearable biopotential sensor evaluation.

Robert Lin, Max Gonzaga, Christopher L Lewis, Krittika Goyal

Abstract read
In one paragraph

Article in Scientific reports, 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

4 authors.

Robert LinDepartment of Mechanical and Mechatronics Engineering Technology, Rochester Institute of Technology, 1 Lomb Memorial Drive, Rochester, NY, 14623, USA.
Max GonzagaDepartment of Mechanical and Mechatronics Engineering Technology, Rochester Institute of Technology, 1 Lomb Memorial Drive, Rochester, NY, 14623, USA.
Christopher L LewisDepartment of Mechanical and Mechatronics Engineering Technology, Rochester Institute of Technology, 1 Lomb Memorial Drive, Rochester, NY, 14623, USA.
Krittika GoyalDepartment of Mechanical and Mechatronics Engineering Technology, Rochester Institute of Technology, 1 Lomb Memorial Drive, Rochester, NY, 14623, USA. krgmet@rit.edu.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The development of biomimetic skin phantoms is critical for reliable biopotential measurements in wearable sensor applications. A major limitation is hydration instability, as moisture loss alters ionic conductivity and leads to unpredictable impedance behavior. Building on prior work using polyvinyl alcohol (PVA) cryogels as benchtop analogs for electrode evaluation, this study investigates hydrophilic additive integration and freeze-thaw processing as complementary strategies to improve hydration retention and electrical stability. Seven commercial hydrophilic additives were screened for their ability to reduce mass loss and stabilize impedance over time. Aloe Vera proved most effective, reducing mass loss and impedance variability and extending phantom electrical lifespan from approximately 4 days for untreated controls to up to 18 days under optimized conditions. Embedded additive testing identified an optimal concentration of approximately 0.75 g (5.5--6.5% w/w), while higher concentrations produced oversaturation and electrical drift. Freeze-thaw optimization demonstrated that a single cycle preserved structural integrity and minimized dehydration, whereas repeated cycling (≥ 2 cycles) increased mass loss, permittivity decay, and electrical instability. Differential scanning calorimetry quantified the distribution of freezable and bound water within the cryogel matrix. Samples containing the additive exhibited markedly reduced endothermic peak magnitudes during melting, indicating a lower fraction of freezable water and a corresponding increase in tightly bound water. These results establish a combined chemical-physical framework that extends phantom functional lifespan by more than fourfold and provides long-term hydration stability and consistent impedance behavior suitable for repeatable wearable biosensor testing.

Indexed as

Biosensing TechniquesPolyvinyl AlcoholSkinWearable Electronic DevicesCryogelsElectric ConductivityElectric ImpedanceElectrodesHumansWaterCryogelsPolyvinyl AlcoholWaterFreeze-thaw cyclesHydration stabilityHydrophilic additivesImpedanceSkin phantomWearable sensors

Identifiers

PMID42050054
PMCPMC13287695

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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.