Evidence map›Paper›PMID 42428521›Full record

ArticleComputational and structural biotechnology journal2026

Machine-Learning-Based Prediction of Clinical Outcomes in Gliomas Using Glycomic Features.

Xin Ma, Derek Allison, Jessica K A Macedo, Kayli E Bolton, Harrison Clarke, Lyndsay E A Young, Jiang Bian, Janna H Neltner, Craig Vander Kooi, Ramon C Sun and 2 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Computational and structural biotechnology journal, 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

12 authors.

Xin MaDepartment of Biostatistics, College of Public Health and Health Professions and College of Medicine, University of Florida, Gainesville, FL, USA.ORCID https://orcid.org/0009-0009-3347-4257
Derek AllisonDepartment of Pathology and Laboratory Medicine, College of Medicine, University of Kentucky, Lexington, KY, USA.ORCID https://orcid.org/0000-0002-5119-2474
Jessica K A MacedoDepartment of Molecular and Cellular Biochemistry, College of Medicine, University of Kentucky, Lexington, KY, USA.ORCID https://orcid.org/0000-0003-1234-7071
Kayli E BoltonDepartment of Molecular and Cellular Biochemistry, College of Medicine, University of Kentucky, Lexington, KY, USA.ORCID https://orcid.org/0000-0002-5376-4325
Harrison ClarkeCenter for Advanced Spatial Biomolecule Research, University of Florida, Gainesville, FL, USA.ORCID https://orcid.org/0000-0003-1795-0451
Lyndsay E A YoungDepartment of Molecular and Cellular Biochemistry, College of Medicine, University of Kentucky, Lexington, KY, USA.
Jiang BianRegenstrief Institute, Indianapolis, IN, USA.
Janna H NeltnerDepartment of Pathology and Laboratory Medicine, College of Medicine, University of Kentucky, Lexington, KY, USA.
Craig Vander KooiCenter for Advanced Spatial Biomolecule Research, University of Florida, Gainesville, FL, USA.
Ramon C SunCenter for Advanced Spatial Biomolecule Research, University of Florida, Gainesville, FL, USA.ORCID https://orcid.org/0000-0002-3009-1850
Matthew S GentryCenter for Advanced Spatial Biomolecule Research, University of Florida, Gainesville, FL, USA.ORCID https://orcid.org/0000-0001-5253-9049
Li ChenDepartment of Biostatistics, College of Public Health and Health Professions and College of Medicine, University of Florida, Gainesville, FL, USA.ORCID https://orcid.org/0000-0001-9372-5606

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID42428521
PMCPMC13346664

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.