Evidence map›Paper›PMID 42514811›Full record

ArticlePolymers2026

Interpretable Composition-to-Curve Prediction of Payne-like Softening in an Unvulcanized BR/BR-VMQ Benchmark: Critical-Strain Scaling and Qualitative Molecular-Dynamics Context.

Yancai Sun, Feng Shi, Jian Xu, Wenjuan Bai, Dianming Chu, Peiwu Hou, Wenzhong Deng

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.

Yancai SunCollege of Mechanical and Electrical Engineering, Guilin University of Aerospace Technology, Guilin 541004, China.ORCID 0009-0008-4651-8282
Feng ShiAcademy of Aerospace Solid Propulsion Technology, Xi'an 710025, China.
Jian XuGuilin Rubber Industry R&D Institute Co., Ltd., Guilin 541004, China.
Wenjuan BaiCollege of Mechanical and Electrical Engineering, Qingdao University of Science and Technology, Qingdao 266061, China.ORCID 0009-0006-1621-5438
Dianming ChuCollege of Mechanical and Electrical Engineering, Qingdao University of Science and Technology, Qingdao 266061, China.ORCID 0009-0007-7765-2049
Peiwu HouCollege of Mechanical and Electrical Engineering, Qingdao University of Science and Technology, Qingdao 266061, China.
Wenzhong DengCollege of Mechanical and Electrical Engineering, Guilin University of Aerospace Technology, Guilin 541004, China.ORCID 0009-0007-6440-7423

Funding

Guangxi Natural Science Foundation 2025GXNSFAA069565Shandong Province Key R&D Program, Major Science and Technology Innovation Project 2025CXGC010506
6 · The paper itself

Abstract

Predicting a filled elastomer's strain-amplitude softening curve from formulation descriptors is difficult because the response combines matrix softening, filler-network breakdown, and interfacial effects. We reanalyze a public benchmark of 47 unvulcanized butadiene-rubber (BR) and butadiene-rubber/silicone-blend (BR-VMQ) compounds (carbon black, precipitated silica, and nano-CaCO

Indexed as

bound rubbercomposition-to-curve predictioncritical-strain scalingfilled elastomermolecular dynamicsPayne effect

Identifiers

PMID42514811
PMCPMC13417734

What OpenQuestion holds

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Registered trials

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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.