Evidence map›Paper›PMID 41441472›Full record

ArticleNanomaterials (Basel, Switzerland)2025

Toward a Correlative Metrology Approach on the Same 2D Flake: Graphene Oxide Case Study-Sample Preparation and Stability Issues.

Lydia Chibane, Alexandra Delvallée, Nolwenn Fleurence, Sarah Douri, José Morán-Meza, Christian Ulysse, François Piquemal, Nicolas Feltin, Emmanuel Flahaut

Abstract read
In one paragraph

Article in Nanomaterials (Basel, Switzerland), 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

9 authors.

Lydia ChibaneLaboratoire National de Métrologie et D'Essais (LNE), 29 Avenue Roger Hennequin, 78190 Trappes, France.ORCID 0009-0003-4046-4897
Alexandra DelvalléeLaboratoire National de Métrologie et D'Essais (LNE), 29 Avenue Roger Hennequin, 78190 Trappes, France.ORCID 0000-0002-8908-0742
Nolwenn FleurenceLaboratoire National de Métrologie et D'Essais (LNE), 29 Avenue Roger Hennequin, 78190 Trappes, France.ORCID 0009-0009-3543-3117
Sarah DouriLaboratoire National de Métrologie et D'Essais (LNE), 29 Avenue Roger Hennequin, 78190 Trappes, France.
José Morán-MezaLaboratoire National de Métrologie et D'Essais (LNE), 29 Avenue Roger Hennequin, 78190 Trappes, France.ORCID 0000-0001-6352-6040
Christian UlysseCentre de Nanosciences et de Nanotechnologies, CNRS, 10 Bd Thomas Gobert, 91120 Palaiseau, France.ORCID 0000-0001-9814-0535
François PiquemalLaboratoire National de Métrologie et D'Essais (LNE), 29 Avenue Roger Hennequin, 78190 Trappes, France.ORCID 0000-0002-7950-0475
Nicolas FeltinLaboratoire National de Métrologie et D'Essais (LNE), 29 Avenue Roger Hennequin, 78190 Trappes, France.ORCID 0000-0003-0071-5527
Emmanuel FlahautCentre Inter-Universitaire de Recherche et d'Ingénierie des Matériaux Université de Toulouse, Toulouse INP, Centre National de la Recherche Scientifique, 118 Route de Narbonne, 31062 Toulouse, France.ORCID 0000-0001-8344-6902

Funding

Association Nationale de la Recherche et de la Technologie 2022/1577European Metrology Programme for Innovation and Research 19NRM04
6 · The paper itself

Abstract

Although graphene promises a wide range of applications, large-scale production of this material remains complex. One very common way of obtaining graphene is through a reduction in graphene oxide (GO). In order to fully control this production process, it is necessary to obtain data from different techniques, but a comprehensive characterization methodology and associated metrology are currently lacking. Here, we propose tools for substrate selection (in this study, the most appropriate were silicon and silicon dioxide on silicon) and precautions to be taken when setting up a correlative metrology method integrating atomic force microscopy (AFM), scanning electron microscopy (SEM), Raman microscopy/spectroscopy, scanning microwave microscopy (SMM) and scanning thermal microscopy (SThM). Indeed, in order to obtain reliable data for each of these techniques applied to a unique graphene oxide flake, a strategy must be developed and could be implemented to monitor the reduction in GO. Emphasis was placed on the choice of the substrate and on the possible degradations generated by each of the techniques employed, and a running sequence was determined.

Indexed as

correlative metrologygraphene oxideRamanSEMSPM

Identifiers

PMID41441472
PMCPMC12735427

What Socratic holds

Textmetadata
LicenceCC BY
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 Socratic graph.