Evidence map›Paper›PMID 41971695›Full record

ArticleACS polymers Au2026

Understanding the Swelling Behavior of Polysaccharide-Based Hydrogels through a Kinetic Modeling.

Vinicius Duarte Machado, Michele Karoline Lima-Tenório, Ernandes Taveira Tenório-Neto

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Article in ACS polymers Au, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

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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

3 authors.

Vinicius Duarte MachadoLaboratory of Multifunctional Polymeric Materials (LMPM), Department of Chemistry, State University of Ponta Grossa (UEPG), Av. General Carlos Cavalcanti, 4748, Ponta Grossa, Paraná CEP: 84030-900, Brazil.
Michele Karoline Lima-TenórioLaboratory of Multifunctional Polymeric Materials (LMPM), Department of Chemistry, State University of Ponta Grossa (UEPG), Av. General Carlos Cavalcanti, 4748, Ponta Grossa, Paraná CEP: 84030-900, Brazil.
Ernandes Taveira Tenório-NetoLaboratory of Multifunctional Polymeric Materials (LMPM), Department of Chemistry, State University of Ponta Grossa (UEPG), Av. General Carlos Cavalcanti, 4748, Ponta Grossa, Paraná CEP: 84030-900, Brazil.ORCID https://orcid.org/0000-0003-0257-3438

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Hydrogels are versatile polymeric materials widely used in various applications, including drug delivery, agriculture, and environmental technologies. Their performance and applicability are mainly governed by the swelling behavior. As a result, an accurate description of swelling kinetics is crucial for understanding the transport mechanisms that guide the hydrogel design. However, the power-law model fails to describe the full swelling profile and transient phenomena, such as, nonmonotonic swelling. In this work, we propose a physical model based on a kinetic interpretation, which is capable of describing the entire swelling profile of hydrogels. The model is derived from fundamental transport concepts, and incorporates both Fickian diffusion and macromolecular relaxation within a unified framework. Importantly, several classical swelling equationsincluding the power law, first-order kinetic, Peppas-Sahlin, and Higuchi modelsare shown to emerge as particular cases of the proposed formulation. The model was validated using experimental swelling data of chemically cross-linked polysaccharide-based hydrogels with different compositions. The proposed equation accurately fitted the swelling curves, including the overshooting behavior, with high correlation coefficients. The model quantified the contribution of Fickian diffusion and macromolecular relaxation in the swelling mechanism. The proposed model offers a simple and comprehensive tool for analyzing hydrogel swelling kinetics. By describing the full swelling process with only three physical parameters, it enables improved mechanistic interpretation, providing valuable guidance for the rational design of hydrogels with tailored swelling and absorption properties.

Indexed as

hydrogelmathematical modelingmechanismovershootswelling

Identifiers

PMID41971695
PMCPMC13067165

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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.