Evidence map›Paper›PMID 42323394›Full record

ArticleScientific reports2026

Self-assembly of polyvinylidene fluoride (PVDF) and carbon nanotubes into flexible piezoelectric nanofiber transducers.

Cherif M Azzaz, Nicole R Demarquette, Ricardo J Zednik

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

3 authors.

Cherif M AzzazÉcole de Technologie Supérieure, Université du Québec, 1100 rue Notre-Dame Ouest, Montreal, QC, H3C1K3, Canada.
Nicole R DemarquetteÉcole de Technologie Supérieure, Université du Québec, 1100 rue Notre-Dame Ouest, Montreal, QC, H3C1K3, Canada.
Ricardo J ZednikÉcole de Technologie Supérieure, Université du Québec, 1100 rue Notre-Dame Ouest, Montreal, QC, H3C1K3, Canada. ricardo.zednik@etsmtl.ca.

Funding

École de technologie supérieure Programme ImpulsionMitacs Globalink Grant IT12015Natural Sciences and Engineering Research Council of Canada RGPIN-2015-04185
6 · The paper itself

Abstract

We report a scalable fabrication strategy for flexible piezoelectric nanofiber transducers through a single-nozzle, self-assembling electrospinning process. Unlike traditional coaxial methods, this approach exploits the surface energy differential between polyvinylidene fluoride (PVDF) and multi-walled carbon nanotubes (MWCNTs) to drive the spontaneous formation of a core-shell architecture. The resulting 80 nm diameter fibers feature a predominantly crystalline β-phase PVDF shell, with molecular chains oriented along the [001] fibers axis, encapsulating a perfectly aligned MWCNT core that serves as an integrated internal electrode. Quantitative X-ray diffraction analysis confirms a five-fold increase in β-phase content relative to as-received PVDF powder, with a total crystallinity of 52% in the electrospun nanofibers. This unique coaxial configuration enables the demonstration of both direct and inverse piezoelectric effects in a single-step manufactured nanofiber device, without any post-fabrication electrical poling. The manufactured device yields an effective piezoelectric voltage coefficient of g

Indexed as

Co-axial structureMWCNTsNanofiber transducerPiezoelectricityPVDF

Identifiers

PMID42323394
PMCPMC13558574

What OpenQuestion holds

Textmetadata
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.