Evidence map›Paper›PMID 41183091›Full record

ArticlePloS one2025

Roll-to-roll manufacturing of flexible acetone sensors.

Ya-Ching Yu, Nicholas Glassmaker, Ana M Ulloa, Benson Kunhung Tsai, Amit Barui, Haiyan Wang, Lia Stanciu

Abstract read
In one paragraph

Article in PloS one, 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

7 authors.

Ya-Ching YuSchool of Materials Engineering, Purdue University, West Lafayette, Indiana, United States of America.
Nicholas GlassmakerBirck Nanotechnology Center, Purdue University, West Lafayette, Indiana, United States of America.
Ana M UlloaSchool of Materials Engineering, Purdue University, West Lafayette, Indiana, United States of America.
Benson Kunhung TsaiSchool of Materials Engineering, Purdue University, West Lafayette, Indiana, United States of America.
Amit BaruiSchool of Materials Engineering, Purdue University, West Lafayette, Indiana, United States of America.
Haiyan WangSchool of Materials Engineering, Purdue University, West Lafayette, Indiana, United States of America.
Lia StanciuSchool of Materials Engineering, Purdue University, West Lafayette, Indiana, United States of America.ORCID https://orcid.org/0000-0001-6059-0346

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

A fully roll-to-roll (R2R) manufactured conductometric sensor has been developed for acetone detection. It features flexible, screen-printed silver electrodes modified with a MoS2 and single-walled carbon nanotube (SWCNT) nanocomposite. The electro-spraying process allowed for the simultaneous fabrication of over 100 electrodes. The optimized electro-sprayed electrodes showed a consistent average resistance of 99.63 Ω (SD = 8.10), ensuring uniform and reliable sensor performance for volatile organic compounds (VOCs) detection. SEM and TEM analyses revealed that the porous 3D MoS2-SWCNT network enhances gas adsorption and sensor performance. To improve acetone selectivity, electrodes were functionalized with tetrafluorohydroquinone (TFQ), which binds with acetone and facilitates charge transfer, reducing holes in p-type SWCNT and increasing resistance. Sensitivity was further optimized by adjusting film deposition parameters, with a thinner MoS2 layer (~30 nm) improving the response to 20% acetone by 120%. Stability tests confirmed 90% signal retention after 30 days in nitrogen. This study proposed the first platform of a MoS2-SWCNT nanocomposite in R2R manufacturing for flexible acetone sensors. The approach provides a scalable solution, bridging lab-scale research with industrial production and advancing practical VOC detection applications.

Indexed as

AcetoneDisulfidesElectrochemical TechniquesElectrodesMolybdenumNanocompositesNanotubes, CarbonVolatile Organic CompoundsAcetoneDisulfidesMolybdenummolybdenum disulfideNanotubes, CarbonVolatile Organic Compounds

Identifiers

PMID41183091
PMCPMC12582499

What OpenQuestion holds

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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.