Evidence map›Paper›PMID 41008293›Full record

ArticleBrain sciences2025

Deep Learning Method Based on Multivariate Variational Mode Decomposition for Classification of Epileptic Signals.

Shang Zhang, Guangda Liu, Shiqing Sun, Jing Cai

Abstract read
In one paragraph

Article in Brain sciences, 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.

Shang ZhangCollege of Instrumentation and Electrical Engineering, Jilin University, Changchun 130061, China.
Guangda LiuCollege of Instrumentation and Electrical Engineering, Jilin University, Changchun 130061, China.
Shiqing SunCollege of Instrumentation and Electrical Engineering, Jilin University, Changchun 130061, China.ORCID 0009-0002-8018-2272
Jing CaiCollege of Instrumentation and Electrical Engineering, Jilin University, Changchun 130061, China.

Funding

the 13th Five-Year Plan Science and Technology Project of the Education Department of Jilin Province JJKH20200964KJthe Science and Technology Development Plan Project of Jilin Province 20200404205YY
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

deep learningelectroencephalogramfocal epileptic signal classificationmulti-class seizure type classificationmultivariate variational mode decomposition

Identifiers

PMID41008293
PMCPMC12468264

What OpenQuestion holds

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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.