Evidence map›Paper›PMID 41423553›Full record

ArticleEuropean journal of nuclear medicine and molecular imaging2026

Support vector machine classification of

Chunmeng Tang, Juliette Foucher, Linn Öijerstedt, Fouke Ombelet, Caroline Ingre, Philip Van Damme, Koen Van Laere, Joke De Vocht, Michel Koole

Abstract read
PubMed Publisher
In one paragraph

Article in European journal of nuclear medicine and molecular imaging, 2026. 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

9 authors.

Chunmeng TangNuclear Medicine and Molecular Imaging, Imaging and Pathology, KU Leuveny, Leuven, Belgium. chunmeng.tang@kuleuven.be.ORCID 0000-0002-2802-208X
Juliette FoucherDepartment of Clinical Neuroscience, Karolinska Institutet, Department of Neurology, Karolinska University Hospital, Stockholm, Sweden.
Linn ÖijerstedtDepartment of Clinical Neuroscience, Karolinska Institutet, Department of Neurology, Karolinska University Hospital, Stockholm, Sweden.
Fouke OmbeletLaboratory of Neurobiology, Department of Neurosciences, Leuven Brain Institute (LBI), KU Leuven, Neurology department, University Hospitals, Leuven, Belgium.
Caroline IngreDepartment of Clinical Neuroscience, Karolinska Institutet, Department of Neurology, Karolinska University Hospital, Stockholm, Sweden.
Philip Van DammeLaboratory of Neurobiology, Department of Neurosciences, Leuven Brain Institute (LBI), KU Leuven, Neurology department, University Hospitals, Leuven, Belgium.
Koen Van LaereNuclear Medicine and Molecular Imaging, Imaging and Pathology, KU Leuveny, Leuven, Belgium.
Joke De Vocht *Laboratory of Neurobiology, Department of Neurosciences, Leuven Brain Institute (LBI), KU Leuven, Neurology department, University Hospitals, Leuven, Belgium.
Michel Koole *Nuclear Medicine and Molecular Imaging, Imaging and Pathology, KU Leuveny, Leuven, Belgium.

Funding

ALS Liga België ALS Liga BelgiëE. von Behring Chair for Neuromuscular and Neurodegenerative Disorders E. von Behring Chair for Neuromuscular and Neurodegenerative DisordersFWO 12AQF24NKU Leuven Een Hart voor ALSKU Leuven fundamental clinical investigatorshipKU Leuven Laeversfonds voor ALS Onderzoek
6 · The paper itself

Abstract

purposeWhile

methods

resultsFor Dataset 1, the linear SVM resulted in an average accuracy of 0.86 for the classification of ALS vs. HV, 0.53 for ALS vs. Mimics, 0.83 for ALS

conclusion

Indexed as

Amyotrophic Lateral SclerosisFluorodeoxyglucose F18Positron-Emission TomographyPositron Emission Tomography Computed TomographySupport Vector MachineAdultAgedFemaleHumansMaleMiddle AgedFluorodeoxyglucose F18ALS subtype classificationAmyotrophic lateral sclerosis (ALS)Brain FDG PETMachine learning.Support vector machine (SVM)

Identifiers

PMID41423553

What OpenQuestion holds

Textmetadata
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.