Evidence map›Paper›PMID 41695720›Full record

ArticleACS applied electronic materials2026

Real-Time TEM Observation of the Microstructural Evolution in Silver Nanowires under Heating and Electrical Biasing.

Katarzyna Bejtka, Marco Allione, Carlo Ricciardi, Candido Fabrizio Pirri, Gianluca Milano

Abstract read
In one paragraph

Article in ACS applied electronic materials, 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

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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

5 authors.

Katarzyna BejtkaDepartment of Applied Science and Technology, Politecnico di Torino, 10129 Torino, Italy.ORCID https://orcid.org/0000-0003-1731-5861
Marco AllioneDepartment of Applied Science and Technology, Politecnico di Torino, 10129 Torino, Italy.
Carlo RicciardiDepartment of Applied Science and Technology, Politecnico di Torino, 10129 Torino, Italy.ORCID https://orcid.org/0000-0002-4703-7949
Candido Fabrizio PirriDepartment of Applied Science and Technology, Politecnico di Torino, 10129 Torino, Italy.
Gianluca MilanoAdvanced Materials Metrology and Life Sciences, INRiM Istituto Nazionale di Ricerca Metrologica, 10135 Torino, Italy.ORCID https://orcid.org/0000-0002-1983-6516

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Silver nanowires (Ag NWs) are of interest for a variety of emerging technologies, such as transparent electrodes, nanoscale heaters, and neuromorphic devices, thanks to their excellent electrical conductivity, flexibility, and tunable nanoscale properties. However, the current understanding of the phenomena underpinning their behavior under electrical stimulation and heating, including failure and reconfiguration effects, is largely based on lab-scale device measurements, offering only indirect insights into the underlying mechanisms. In this work, in situ biasing and heating transmission electron microscopy imaging are performed on individual Ag NWs to directly investigate their morphological and structural evolution under controlled electrical and thermal stress in a vacuum. The results indicate that electrical NW breakdown is dominated by electromigration and localized Joule heating, leading to nanogap formation primarily at the cathode, while thermal decomposition proceeds more gradually along the crystallographic planes. They also provide direct evidence of rewiring phenomena, i.e., the electrically induced reconnection of a previously broken NW, highlighting the self-healing, adaptive, and memristive behavior of the NW under the action of an applied electrical stimulation. Altogether, this work offers fundamental insights into failure and reconfiguration mechanisms at the single NW level, informing the design of Ag NW-based components for flexible electronics, sensors, and neuromorphic systems.

Indexed as

Ag NWsin situ biasing and heating transmission electron microscopyjoule heating and electromigrationmemristive behaviorrewiring

Identifiers

PMID41695720
PMCPMC12895405

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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.