Evidence map›Paper›PMID 42218634›Full record

ArticleSmall (Weinheim an der Bergstrasse, Germany)2026

From Passive to Active: Self-Propelled Colloids in Coatings Formulation and Film Formation.

Karnika Singh, Jan Cammann, Luka Burduli, Edgar Espinosa Rodriguez, Franck D'Agosto, Muriel Lansalot, Ignacio Martin-Fabiani

Abstract read
In one paragraph

Article in Small (Weinheim an der Bergstrasse, Germany), 2026. 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. Article
  2. Article
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

7 authors.

Karnika SinghDepartment of Materials, Loughborough University, Loughborough, UK.ORCID https://orcid.org/0000-0002-6227-8089
Jan CammannInterdisciplinary Centre for Mathematical Modelling and Department of Mathematical Sciences, Loughborough University, Loughborough, UK.
Luka BurduliInterdisciplinary Centre for Mathematical Modelling and Department of Mathematical Sciences, Loughborough University, Loughborough, UK.
Edgar Espinosa RodriguezCatalysis, Polymerization, Processes and Materials (CP2M), Universite Claude Bernard Lyon 1, Villeurbanne, France.
Franck D'AgostoCatalysis, Polymerization, Processes and Materials (CP2M), Universite Claude Bernard Lyon 1, Villeurbanne, France.
Muriel LansalotCatalysis, Polymerization, Processes and Materials (CP2M), Universite Claude Bernard Lyon 1, Villeurbanne, France.ORCID https://orcid.org/0000-0001-9010-6746
Ignacio Martin-FabianiDepartment of Materials, Loughborough University, Loughborough, UK.

Funding

UK Research and Innovation MR/T02061X/1
6 · The paper itself

Abstract

Coatings are widely used in protective and functional applications but are fundamentally limited by the passive nature of their formulation ingredients. This leads to a critical lack of control over the spatial distribution of ingredients and prevents the optimization of key functional properties. Here, we demonstrate the use of active, self-propelled constituents in coatings formulations. By introducing active Janus colloids (JCs), we show how they overcome sedimentation and chemical gradients to accumulate at both top and bottom coating interfaces. We find that balancing the timescales of fuel depletion and evaporation-induced assembly is key to control the JCs distribution within the dried coating. JCs at the top coating surface have an orientational bias, with the sub-equatorial orientation being the most common. While our study is a proof-of-concept demonstration on a model system, it establishes a framework for harnessing active Janus colloids to influence coating microstructure. This work could lay the foundation for future studies developing functional coatings with tuned microstructure enabled by orientation-biased active JCs.

Indexed as

active matterassemblycoatingscolloidsformulationinterfaces

Identifiers

PMID42218634
PMCPMC13360545

What OpenQuestion holds

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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 OpenQuestion graph.