Evidence map›Paper›PMID 40525255›Full record

ArticlePhysical chemistry chemical physics : PCCP2025

Machine learning of the architecture-property relationship in graft polymers.

Kevin V Bigting, Jordan J Carden, Shubhadeep Nag, Jimmy Lawrence, Yen-Fang Su, Yaxin An

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Physical chemistry chemical physics : PCCP, 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

6 authors.

Kevin V BigtingDepartment of Computer Science and Engineering, Louisiana State University, Baton Rouge, LA 70803, USA.
Jordan J CardenDepartment of Computer Science and Engineering, Louisiana State University, Baton Rouge, LA 70803, USA.
Shubhadeep NagDepartment of Chemical Engineering, Louisiana State University, Baton Rouge, LA 70803, USA.ORCID http://orcid.org/0000-0002-6160-281X
Jimmy LawrenceDepartment of Chemical Engineering, Louisiana State University, Baton Rouge, LA 70803, USA.ORCID http://orcid.org/0000-0003-4455-6177
Yen-Fang SuDepartment of Civil and Environmental Engineering, Louisiana State University, Baton Rouge, LA 70803, USA.
Yaxin AnDepartment of Chemical Engineering, Louisiana State University, Baton Rouge, LA 70803, USA.ORCID http://orcid.org/0000-0003-2578-369X

Funding

Discrete Polymer-based, Metal-free MRI Contrast AgentsR35GM151217 · NIGMS · LOUISIANA STATE UNIV A&M COL BATON ROUGE · PI Jimmy Lawrence · 2023 to 2026
$1.5M
NIGMS NIH HHS R35 GM151217
6 · The paper itself

Abstract

Graft polymers are promising in energy and biomedical applications. However, the diverse architectures make it challenging to establish their structure-property relationships. We systematically investigate how backbone and side-chain architectures influence four key properties: glass transition temperature (

Identifiers

PMID40525255
PMCPMC13135803

What OpenQuestion holds

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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.