Evidence map›Paper›PMID 42075938›Full record

ArticleMolecules (Basel, Switzerland)2026

Benchmarking OPLS-AA and OpenFF for HDI-PEG Thermoplastic Polyurethanes with Varying Soft-Segment Length.

Francesco Blasina, Tetiana Bubon, Francesco Cristiano, Giovanna Giuliana Buonocore, Marino Lavorgna, Sabrina Pricl, Mariamelia Stanzione, Domenico Marson, Erik Laurini

Abstract read
In one paragraph

Article in Molecules (Basel, Switzerland), 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

9 authors.

Francesco BlasinaMolecular Biology and Nanotechnology Laboratory (MolBNL@UniTs), Department of Engineering and Architecture (DIA), University of Trieste, Piazzale Europa 1, 34127 Trieste, Italy.
Tetiana BubonMolecular Biology and Nanotechnology Laboratory (MolBNL@UniTs), Department of Engineering and Architecture (DIA), University of Trieste, Piazzale Europa 1, 34127 Trieste, Italy.ORCID 0000-0001-7049-9386
Francesco CristianoInstitute of Polymers, Composites and Biomaterials-National Research Council of Italy, P.le E. Fermi 1, 80055 Portici, Italy.
Giovanna Giuliana BuonocoreInstitute of Polymers, Composites and Biomaterials-National Research Council of Italy, P.le E. Fermi 1, 80055 Portici, Italy.
Marino LavorgnaInstitute of Polymers, Composites and Biomaterials-National Research Council of Italy, P.le E. Fermi 1, 80055 Portici, Italy.ORCID 0000-0002-4705-4378
Sabrina PriclMolecular Biology and Nanotechnology Laboratory (MolBNL@UniTs), Department of Engineering and Architecture (DIA), University of Trieste, Piazzale Europa 1, 34127 Trieste, Italy.ORCID 0000-0001-8380-4474
Mariamelia StanzioneInstitute of Polymers, Composites and Biomaterials-National Research Council of Italy, P.le E. Fermi 1, 80055 Portici, Italy.ORCID 0000-0002-5978-460X
Domenico MarsonMolecular Biology and Nanotechnology Laboratory (MolBNL@UniTs), Department of Engineering and Architecture (DIA), University of Trieste, Piazzale Europa 1, 34127 Trieste, Italy.ORCID 0000-0003-1839-9868
Erik LauriniMolecular Biology and Nanotechnology Laboratory (MolBNL@UniTs), Department of Engineering and Architecture (DIA), University of Trieste, Piazzale Europa 1, 34127 Trieste, Italy.

Funding

Ministero dell'università e della ricerca J53D23003370006
6 · The paper itself

Abstract

Thermoplastic polyurethane properties are governed by the interplay between soft-segment mobility, hard-segment interactions, and segmented morphology, yet the extent to which atomistic predictions of their thermal and mechanical behavior depend on force-field choice remains insufficiently benchmarked. Here, we combine FTIR, DSC, TGA, and tensile testing with all-atom molecular dynamics simulations to investigate HDI-PEG polyurethane systems across a controlled soft-segment series. Experimentally, films with PEG molecular weights of 400, 1000, and 1500 g/mol were characterized, while simulations were extended to 400-2000 g/mol to compare two complementary force-field frameworks under a consistent protocol: OPLS-AA, a conventional atom-type-based force field, and OpenFF/Sage, a direct-chemical-perception framework augmented here with bespoke torsional refinements. Both force fields reproduce the composition-driven decrease in Tg and density with increasing PEG length, but differ systematically in absolute values, with OPLS-AA predicting higher densities and Tg values than OpenFF. Tensile experiments show the highest elastic modulus for PEG400, a marked decrease at PEG1000, and a partial recovery at PEG1500. Although nanosecond-scale deformation simulations overestimate absolute moduli because they probe high-rate elastic response, they recover composition-dependent stiffness differences, with OpenFF yielding a more pronounced non-monotonic trend than OPLS-AA. Overall, this work provides an experimentally anchored benchmark for assessing which composition-driven trends in HDI-PEG polyurethanes are robust across force-field families, and which observables remain sensitive to model assumptions and simulation scale.

Indexed as

elastic modulusglass transition temperaturemolecular dynamics simulationsOpenFFOPLS-AAsoft-segment molecular weightthermoplastic polyurethanes

Identifiers

PMID42075938
PMCPMC13118691

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.