A Theory-Guided Machine Learning and Molecular Dynamics Approach for Characterizing Fast-Curing Polyurethane Systems.

Luohaoran Wang, Jacob Harris, Steven Mamolo, Sangharsha Gharat, Ali Zolali, Alan Taub, Mihaela Banu

Abstract read

In one paragraph

Article in Polymers, 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

7 authors.

Luohaoran WangDepartment of Mechanical Engineering, University of Michigan, Ann Arbor, MI 48109, USA.ORCID 0009-0004-9432-7473

Jacob HarrisDepartment of Mechanical Engineering, University of Michigan, Ann Arbor, MI 48109, USA.

Steven MamoloDepartment of Aerospace Engineering, University of Michigan, Ann Arbor, MI 48109, USA.ORCID 0000-0002-7826-313X

Sangharsha GharatDepartment of Mechanical Engineering, University of Michigan, Ann Arbor, MI 48109, USA.

Ali ZolaliBASF Corporation, Wyandotte, MI 48192, USA.ORCID 0000-0002-8459-068X

Alan TaubDepartment of Mechanical Engineering, University of Michigan, Ann Arbor, MI 48109, USA.ORCID 0000-0002-0749-7131

Mihaela BanuDepartment of Mechanical Engineering, University of Michigan, Ann Arbor, MI 48109, USA.ORCID 0000-0002-2917-9097

Funding

United States Department of Energy DE-FOA-0002893 (Assigned Control No. 2893-1867)

6 · The paper itself

Abstract

Fast-curing polyurethane (PU) systems are attractive for high-throughput manufacturing, but quantifying cure kinetics, gelation, and cure-dependent glass transition temperature (Tg) is difficult, especially at a low degree of cure (

Indexed as

cure kineticsdegree of cure (DoC)differential scanning calorimetry (DSC)gelationglass transition temperature (Tg)molecular dynamics (MD)polyurethane

Identifiers

PMID41901810

DOI10.3390/polym18060679

PMCPMC13030695

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.