Evidence map›Paper›PMID 41149212›Full record

ArticleBiomimetics (Basel, Switzerland)2025

Addressing Parameter Variability in Corneal Biomechanical Models: A Stepwise Approach for Parameters' Optimization.

José González-Cabrero, Carmelo Gómez, Manuel Paredes, Francisco Cavas

Abstract read
In one paragraph

Article in Biomimetics (Basel, Switzerland), 2025. 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

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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.

José González-CabreroDepartment of Structures, Construction and Graphical Expression, Technical University of Cartagena, 30202 Cartagena, Spain.ORCID 0009-0001-8009-1066
Carmelo GómezDepartment of Structures, Construction and Graphical Expression, Technical University of Cartagena, 30202 Cartagena, Spain.ORCID 0000-0003-2915-9165
Manuel ParedesICA, Université de Toulouse, UPS, INSA, ISAE-SUPAERO, MINES-ALBI, CNRS, 3 rue Caroline Aigle, 31400 Toulouse, France.ORCID 0000-0002-5177-4490
Francisco CavasDepartment of Structures, Construction and Graphical Expression, Technical University of Cartagena, 30202 Cartagena, Spain.ORCID 0000-0002-8391-0688

Funding

European Union 2023-1-ES01-KA131-HED-000119986Fundación Séneca - Agencia de Ciencia y Tecnología de la Región de Murcia 22665/PI/24
6 · The paper itself

Abstract

Biomechanical modeling of the cornea is crucial for understanding the progression of some ocular diseases and optimizing surgical treatments. However, hyperelastic non-linear material models, such as those used for corneal tissue, often yield highly variable parameter sets in the scientific literature, influenced by factors like the chosen optimization intervals and differences between tensile and inflation test curve optimization, both of which are addressed in this study. This variability complicates the understanding of corneal mechanical properties. In this research, the aim is to optimize and calibrate the key parameters of the corneal material model, particularly focusing on c1, c2, k1 and k2, using the Holzapfel-Gasser-Ogden (HGO) hyperelastic model, and a novel methodology is proposed that separately estimates the isotropic and anisotropic components in a stepwise manner, addressing the issue of multiple parameter sets fitting experimental curves similarly. This approach helps to standardize corneal material models and improve the reliability of parameter estimations. Moreover, accurate biomechanical characterization within this framework contributes not only to clinical applications but also to biomimetics, inspiring the design of artificial corneal substitutes and bioengineered materials.

Indexed as

corneal biomechanicsHolzapfel modelhyperelastic materialinflation testparameters estimation

Identifiers

PMID41149212
PMCPMC12561785

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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.