Evidence map›Paper›PMID 40500929›Full record

ArticleSmall methods2026

Probing Viscoelasticity of Polymeric Coatings Using Nonlinear Dynamic Atomic Force Microscopy.

Lara Vivian Fricke, Nick Wansink, Michel Rosso, Urs Staufer, Pierpaolo Belardinelli, Farbod Alijani

Abstract read
In one paragraph

Article in Small methods, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. 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

6 authors.

Lara Vivian FrickeDepartment of Precision and Microsystem Engineering, Delft University of Technology, Delft, 2628 CD, The Netherlands.ORCID https://orcid.org/0000-0001-7027-9973
Nick WansinkDepartment of Precision and Microsystem Engineering, Delft University of Technology, Delft, 2628 CD, The Netherlands.
Michel RossoAkzoNobel, Rijksstraatsweg 31, Sassenheim, 2171 AJ, The Netherlands.
Urs StauferDepartment of Precision and Microsystem Engineering, Delft University of Technology, Delft, 2628 CD, The Netherlands.
Pierpaolo BelardinelliDepartment of Construction, Civil Engineering and Architecture, Polytechnic University of Marche, Ancona, 60131, Italy.ORCID https://orcid.org/0000-0003-2579-9667
Farbod AlijaniDepartment of Precision and Microsystem Engineering, Delft University of Technology, Delft, 2628 CD, The Netherlands.ORCID https://orcid.org/0000-0002-7439-8483

Funding

Nederlandse Organisatie voor Wetenschappelijk Onderzoek 19987
6 · The paper itself

Abstract

Atomic force microscopy (AFM) has evolved into a powerful instrument for examining material properties at the nanoscale. However, quantifying viscoelasticity using AFM remains a challenging task, since existing methods face sensitivity issues when it comes to the separation of viscous and elastic material properties. Here, a method is proposed that utilizes the nonlinear dynamic response of the AFM cantilever to effectively disentangle and independently quantify the dissipative and conservative parts of the tip-sample interaction force. Through measurements on one and two component solvent-borne coatings, it is demonstrated that the strength of the nonlinearity of AFM cantilever motion is predominantly determined by the elasticity of the sample, whereas the detuned frequency of the nonlinear resonance is contingent on the viscosity. The sensitivity of the quantified values is discussed by comparing the results to those of established multi-frequency AFM measurements, showing good agreement. These findings underscore the effectiveness of nonlinear dynamic AFM for deciphering viscous and elastic material properties, potentially accelerating the development cycles of polymeric coating materials.

Indexed as

atomic force microscopynanomechanicsnonlinear dynamicspolymeric coatingsviscoelasticity

Identifiers

PMID40500929
PMCPMC12825344

What OpenQuestion holds

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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.