Evidence map›Paper›PMID 41395506›Full record

ReviewSmall science2025

Insights into Graphene Nanostructures, Fabrication Techniques, Mechanical, and Functional Behavior Characterization.

Ashfaqul Hoque Khadem, Camili Brignoni Diaz, Lihua Lou

Abstract readReview
In one paragraph

Review in Small science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Review
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.

Ashfaqul Hoque KhademNanoBio Mechanics & Manufacturing Laboratory Department of Mechanical Engineering College of Engineering, Computing, and Applied Science Clemson University Clemson SC 29634 USA.
Camili Brignoni DiazDepartment of Mechanical and Materials Engineering Florida International University Miami FL 33174 USA.
Lihua LouNanoBio Mechanics & Manufacturing Laboratory Department of Mechanical Engineering College of Engineering, Computing, and Applied Science Clemson University Clemson SC 29634 USA.ORCID https://orcid.org/0000-0001-5283-6211

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Graphene, a pioneering 2D carbon nanomaterial, has attracted significant attention owing to its exceptional structural, mechanical, thermal, and electrical performances. These intrinsic properties position it as a promising material platform for nanoelectromechanical systems, flexible electronics, and biomedical devices. Despite numerous existing reviews on graphene, a comprehensive assessment across graphene variants remains limited. Addressing this critical gap, this review provides an in-depth overview of the structural configurations, physical properties, and application domains of key graphene forms-including monolayer, bilayer, few-layer, and multilayer graphene, as well as functionalized derivatives. The review systematically discusses fabrication and synthesis strategies. Furthermore, it delves into state-of-the-art methodologies for mechanical characterization, highlighting experimental and computational techniques, including in situ scanning electron microscopy and transmission electron microscopy, atomic force microscopy, nanoindentation, tensile testing, Raman spectroscopy, and multiscale simulations based on molecular dynamics, density functional theory, coarse-grained modeling, and continuum mechanics. A comparative analysis of experimentally measured and computationally predicted mechanical properties is presented, elucidating existing discrepancies among methods. Collectively, this review aims to serve as a comprehensive reference for researchers at the intersection of nanomaterials, mechanics, and multifunctional material systems, offering a critical foundation for future research and the application of graphene nanostructures in next-generation technologies.

Indexed as

graphenegraphene compositesgraphene nanostructuresmechanical characterizationnanomechanics

Identifiers

PMID41395506
PMCPMC12697800

What OpenQuestion holds

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LicenceCC BY
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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.