Evidence map›Paper›PMID 40657056›Full record

ArticleIEEE open journal of engineering in medicine and biology2025

Developing a Vital Signal Detection Electrode for Fabric Substrate Using a High-Performance Conductive Carbon-Based Ink.

K Chansaengsri, B Tunhoo, K Onlaor, T Thiwawong

Abstract read
In one paragraph

Article in IEEE open journal of engineering in medicine and biology, 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.

K ChansaengsriElectronic and Control System for Nanodevices Laboratory, College of Materials Innovation and TechnologyKing Mongkut's Institute of Technology Ladkrabang Bangkok 10520 Thailand.
B TunhooElectronic and Control System for Nanodevices Laboratory, College of Materials Innovation and TechnologyKing Mongkut's Institute of Technology Ladkrabang Bangkok 10520 Thailand.
K OnlaorElectronic and Control System for Nanodevices Laboratory, College of Materials Innovation and TechnologyKing Mongkut's Institute of Technology Ladkrabang Bangkok 10520 Thailand.ORCID https://orcid.org/0000-0001-5534-4992
T ThiwawongElectronic and Control System for Nanodevices Laboratory, College of Materials Innovation and TechnologyKing Mongkut's Institute of Technology Ladkrabang Bangkok 10520 Thailand.ORCID https://orcid.org/0000-0001-9302-0585

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Merging electrophysiology signal monitoring technology with wearable devices offers interesting future health care options. This study presented carbon-based screen-printing inks produced by mixing a graphite composite with a polymer emulsion to bind with flexible fabric substrates and tested with 10,000 bending cycles. The prepared carbon-based ink performed well for electrical conduction and vital signal response. Adding calcium carbonate resulted in a microstructure of graphite that decreased the electrical sheet resistance and resistance to 11.61 Ω/◻ and 0.127 Ω. The signal-to-noise ratio of the electrocardiogram (ECG) was 31.02 dB with built-in front-end powering noise filtration. Noninvasive blood pressure (NIBP) was achieved by bio-impedance measurement and showed outstanding systolic and diastolic pressure values with a correlation coefficient of 0.799, and exhibited a similar interval time to define the same precise heart rate. The ECG data from the prepared electrode were applied to the machine learning models. The Random Forest (RF) model exhibited the optimized prediction value, with an F1 score of 99.9%. Equipment made from carbon screen-printing inks showed potential for health care monitoring with no excessive pressure, dry processing, and repeatability as a flexible wearable bio-electronic device.

Indexed as

Bio-electronicconductive inkvital signalwearable sensor

Identifiers

PMID40657056
PMCPMC12250876

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.