Evidence map›Paper›PMID 41699109›Full record

ArticleScientific reports2026

Structural investigations of sandwich coating system containing self-healing core-shell nanofibers resistant to corrosive environment.

S M Madani, P Sangpour, M R Vaezi, B Ramezanzadeh

Abstract read
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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.

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0citing papers in PubMed
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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.

S M MadaniDepartment of Nano-technology and Advanced Materials, Materials and Energy Research Center (MERC), P.O. Box 31787-316, Karaj, Iran.
P SangpourDepartment of Nano-technology and Advanced Materials, Materials and Energy Research Center (MERC), P.O. Box 31787-316, Karaj, Iran. Sangpour@merc.ac.ir.
M R VaeziDepartment of Nano-technology and Advanced Materials, Materials and Energy Research Center (MERC), P.O. Box 31787-316, Karaj, Iran.
B RamezanzadehDepartment of Surface Coatings and Corrosion, Institute for Color Science and Technology, P.O. Box 16765-654, Tehran, Iran.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The protection of metallic infrastructure against corrosion remains a significant and ongoing challenge across various industrial sectors. Conventional protective coatings often deteriorate over time, particularly when exposed to mechanical damage or harsh environments, compromising their barrier function. In response to this limitation, there is increasing interest in developing multifunctional “smart” coatings that combine long term corrosion resistance with inherent self-healing capabilities. Such systems, particularly those that incorporate nanomaterials and stimuli responsive architectures, show considerable promise for enhancing structural durability and extending service life. In this study, we engineered a corrosion resistance and self-healing coating by fabricating an epoxy matrix reinforced with silanized graphene oxide and embedded with polydimethylsiloxane (PDMS)-polyvinyl alcohol (PVA) core–shell nanofibers. The core–shell nanofibers were produced via coaxial electrospinning, utilizing PVA shell solutions at concentrations of 7, 10, and 15 wt%. The morphology and structural integrity of the nanofibers were characterized using field emission scanning electron microscopy (FE-SEM). Additionally, complementary analyses through transmission electron microscopy (TEM), fluorescence microscopy, and Fourier-transform infrared spectroscopy (FTIR) confirmed the successful coaxial configuration, with PDMS uniformly encapsulated within the PVA shell. We systematically evaluated the corrosion resistance and autonomous healing performance of the developed coatings through electrochemical impedance spectroscopy (EIS) under two experimental conditions: immersion of intact (unscratched) coatings for up to 148 days, and immersion of deliberately scratched coatings for up to 16 days. Accelerated corrosion testing was also conducted using the salt spray (fog) method. To assess the evolution of damage and healing at the microscale, we examined the scratch regions using FE-SEM coupled with energy dispersive X-ray spectroscopy (EDS). The self-healing functionality correlated strongly with the high areal density and homogeneous distribution of the core–shell nanofibers within the coating matrix, ensuring a consistent and adequate release of the PDMS based healing agent upon damage. Notably, FE-SEM micrographs acquired after 480 h of exposure demonstrated complete closure and restoration of the scratched region, confirming the effectiveness of the embedded self-healing mechanism.

Indexed as

CoatingCore–shellCorrosionNanofiberPDMS-PVASelf-healing

Identifiers

PMID41699109
PMCPMC13002874

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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.