Evidence map›Paper›PMID 41769140›Full record

ArticleMacromolecules2026

Entropy-Regulated Swelling as the Mechanistic Driver of Drug Diffusion in a Mechanically Robust Hydroxyapatite/PVA Hybrid Hydrogel.

Juliana Pretel de Souza, Vicente Lira Kupfer, Hugo Henrique Carline deLima, Jaqueline de Carvalho Rinaldi, Emerson Marcelo Girotto, Marcos Rogério Guilherme, Andrelson Wellington Rinaldi

Abstract read
In one paragraph

Article in Macromolecules, 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

7 authors.

Juliana Pretel de SouzaRinaldi Research Group, Department of Chemistry, State University of Maringá - UEM, 5790 Colombo Avenue, 87020-900 Maringá, PR, Brazil.
Vicente Lira KupferRinaldi Research Group, Department of Chemistry, State University of Maringá - UEM, 5790 Colombo Avenue, 87020-900 Maringá, PR, Brazil.
Hugo Henrique Carline deLimaRinaldi Research Group, Department of Chemistry, State University of Maringá - UEM, 5790 Colombo Avenue, 87020-900 Maringá, PR, Brazil.
Jaqueline de Carvalho RinaldiPostgraduation in Bioscience and Physiopathology - PBF, State University of Maringá - UEM, 5790 Colombo Avenue, 87020-900 Maringá, PR, Brazil.
Emerson Marcelo GirottoRinaldi Research Group, Department of Chemistry, State University of Maringá - UEM, 5790 Colombo Avenue, 87020-900 Maringá, PR, Brazil.
Marcos Rogério GuilhermeRinaldi Research Group, Department of Chemistry, State University of Maringá - UEM, 5790 Colombo Avenue, 87020-900 Maringá, PR, Brazil.ORCID https://orcid.org/0000-0002-4260-5660
Andrelson Wellington RinaldiRinaldi Research Group, Department of Chemistry, State University of Maringá - UEM, 5790 Colombo Avenue, 87020-900 Maringá, PR, Brazil.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Hydrogels exhibit excellent permeability for solute transport, with their degree of swelling directly modulating drug diffusion through their polymer network. This dynamic hinders the quantitative prediction of the swelling mechanisms of these materials, owing to a decrease in configurational entropy resulting from the extension of polymer chains during water absorption. This study provides important insights into transport phenomena in a hydroxyapatite (HAp)-poly-(vinyl alcohol) (PVA) hydrogel by considering the thermodynamic principles governing molecular diffusion up to equilibrium and elucidating mechanisms relevant to drug delivery. HAp shows a hexagonal phase, and its unit cell volume increases by ∼2% after vinyl functionalization (HAp-π). PVA was converted to a chemically cross-linkable polymer and subsequently reacted with HAp-π to form a hybrid hydrogel network. The resulting system exhibits mechanical robustness resulting not only from chemical cross-links but also from noncovalent network constraints, which cooperatively give rise to a high density of effective cross-linking points. The hydrogel absorbs water and releases the drug slowly due to strong constraints imposed by the polymer structure. Despite these restrictions, molecular diffusion remains thermodynamically spontaneous (Δ

Identifiers

PMID41769140
PMCPMC12947675

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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.