Evidence map›Paper›PMID 41470313›Full record

ArticleMaterials (Basel, Switzerland)2025

Interpreting Molecular Descriptors for Glass Transition Temperature Prediction and Design of Polyimides.

Tingting Cui, Heng Liu, Xin Liu, Yonggang Min

Abstract read
In one paragraph

Article in Materials (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Tingting CuiSchool of Materials and Energy, Guangdong University of Technology, Guangzhou 510006, China.
Heng LiuSchool of Materials and Energy, Guangdong University of Technology, Guangzhou 510006, China.
Xin LiuSchool of Materials and Energy, Guangdong University of Technology, Guangzhou 510006, China.
Yonggang MinSchool of Materials and Energy, Guangdong University of Technology, Guangzhou 510006, China.ORCID 0000-0002-2804-9346

Funding

Funding by Science and Technology Projects in Guangzhou 2025A04J3832
6 · The paper itself

Abstract

The rational design of polyimides (PIs) with targeted glass transition temperature (

Indexed as

glass transition temperature (Tg)interpretable machine learningmolecular designpolyimidesquantitative structure-property relationship (QSPR)

Identifiers

PMID41470313
PMCPMC12735220

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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.