Evidence map›Paper›PMID 41896337›Full record

ArticleScientific reports2026

Interplay between gelation and glass formation in silica nanoparticle colloids.

Gianluca Gerardi, Christiane Alba-Simionesco, Manon Pépin, Anne Davaille

Abstract read
In one paragraph

Article in Scientific reports, 2026. 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

4 authors.

Gianluca GerardiLaboratoire FAST, University Paris-Saclay, CNRS, Bât. 530, Campus Universitaire, Orsay, France. gianluca.gerardi@protonmail.com.
Christiane Alba-SimionescoLaboratoire Léon Brillouin (LLB), UMR 12 CEA/CNRS, CEA Saclay, Gif-sur-Yvette, France.
Manon PépinLaboratoire FAST, University Paris-Saclay, CNRS, Bât. 530, Campus Universitaire, Orsay, France.
Anne DavailleLaboratoire FAST, University Paris-Saclay, CNRS, Bât. 530, Campus Universitaire, Orsay, France.

Funding

HORIZON EUROPE European Research Council 101098375
6 · The paper itself

Abstract

Silica-based colloids, like Ludox, are complex fluids with diverse applications in industry, geophysics, and biomedicine. These materials exhibit rich rheological behavior in response to external stimuli, including heating, drying, and shear. However, how such stimuli modulate the particle architecture underlying the material’s mechanical response remains poorly understood. Using numerical simulations, we show how drying-induced variations in effective pair potential and particle concentration drive a continuous transition from a percolated gel to a dynamically arrested glass. This evolution corresponds to distinct mechanical behaviors, establishing a robust link between microstructure and rheology. We further propose a scaling law for the diffusion coefficient that identifies the system’s percolation threshold, offering a means to experimentally control the sol-gel transition by tuning electrostatic interactions. Overall, our findings provide predictive insights that may apply to a broad class of colloidal dispersions governed by short-range attractive, long-range repulsive (SALR) interactions.

Identifiers

PMID41896337
PMCPMC13039128

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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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.