Evidence map›Paper›PMID 41769216›Full record

ArticleMacromolecules2025

Polymer Informatics Method for Fast and Accurate Prediction of the Glass Transition Temperature from Chemical Structure.

Sebastian Brierley-Croft, Peter D Olmsted, Peter J Hine, Richard J Mandle, Adam Chaplin, John Grasmeder, Johan Mattsson

Abstract read
In one paragraph

Article in Macromolecules, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

7 authors.

Sebastian Brierley-CroftSchool of Physics and Astronomy, University of Leeds, Leeds LS2 9JT, U.K.
Peter D OlmstedDepartment of Physics and Institute for Soft Matter Synthesis and Metrology, Georgetown University, Washington, D.C. 20057, United States.ORCID https://orcid.org/0000-0001-6538-9385
Peter J HineSchool of Physics and Astronomy, University of Leeds, Leeds LS2 9JT, U.K.
Richard J MandleSchool of Physics and Astronomy, University of Leeds, Leeds LS2 9JT, U.K.
Adam ChaplinVictrex PLC, Hillhouse International, Thornton Cleveleys, Lancashire FY5 4 QD, U.K.
John GrasmederVictrex PLC, Hillhouse International, Thornton Cleveleys, Lancashire FY5 4 QD, U.K.
Johan MattssonSchool of Physics and Astronomy, University of Leeds, Leeds LS2 9JT, U.K.ORCID https://orcid.org/0000-0001-7057-2192

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We present a new polymer informatics framework that successfully predicts the glass transition temperature

Identifiers

PMID41769216
PMCPMC12257600

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.