Evidence map›Paper›PMID 41585343›Full record

ArticleIndustrial & engineering chemistry research2026

Harnessing Particle Size Segregation To Tune Molecular Additive Distribution in Coatings.

Huyen Le, Timothy J Murdoch, Aitor Barquero, Radmila Tomovska, Ignacio Martin-Fabiani

Abstract read
In one paragraph

Article in Industrial & engineering chemistry research, 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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0cells of the map it votes in
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

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

5 authors.

Huyen LeDepartment of Materials, Loughborough University, Leicestershire LE11 3TU, U.K.ORCID https://orcid.org/0000-0001-8973-7989
Timothy J MurdochDepartment of Materials, Loughborough University, Leicestershire LE11 3TU, U.K.ORCID https://orcid.org/0000-0001-8727-0908
Aitor BarqueroPOLYMAT and Departamento de Química Aplicada, Facultad de Químicas, UPV/EHU, Joxe Mari Korta Zentroa, University of the Basque Country, Tolosa Hiribidea 72, Donostia-San Sebastian 20018, Spain.ORCID https://orcid.org/0000-0002-6084-4884
Radmila TomovskaPOLYMAT and Departamento de Química Aplicada, Facultad de Químicas, UPV/EHU, Joxe Mari Korta Zentroa, University of the Basque Country, Tolosa Hiribidea 72, Donostia-San Sebastian 20018, Spain.ORCID https://orcid.org/0000-0003-1076-7988
Ignacio Martin-FabianiDepartment of Materials, Loughborough University, Leicestershire LE11 3TU, U.K.ORCID https://orcid.org/0000-0002-1977-7659

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The spatial distribution of small-molecule additives within polymer coatings plays a critical role in determining their performance, from antimicrobial activity to corrosion resistance. While size segregation during film formation has been harnessed to control the distribution of nanoparticles or polymers, its potential for controlling the molecular additive distribution remains largely unexplored. Here, we investigate how bimodal colloidal blends can direct the positioning of a model additive, nickel-(II) phthalocyanine (NiPc), during drying. Using complementary microscopy and spectroscopy techniques, we show that NiPc predominantly associates with the smaller particles in the blend due to their larger total surface area. At low and medium relative humidities, this leads to an enrichment of NiPc at the film's surface via small-on-top stratification. Slow drying at high humidity results in additive accumulation near the substrate due to aggregation and sedimentation of small particle clusters. Release studies reveal that bimodal films generally slow the initial burst release of NiPc compared to monomodal controls, enabling more sustained delivery over time. Fitting release profiles with the Korsmeyer-Peppas model confirmed Fickian diffusion as the dominant mechanism, with differences in pore structure potentially influencing diffusion rates. Overall, our findings demonstrate that particle size distribution and evaporation rate can be tuned to modulate the location and release behavior of molecular additives in coatings. This approach provides a versatile route for designing functional films with tailored performance with potential applications in medical, marine, and protective technologies.

Identifiers

PMID41585343
PMCPMC12828723

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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.