Evidence map›Paper›PMID 40867208›Full record

ArticleBrain sciences2025

A Multi-Branch Network for Integrating Spatial, Spectral, and Temporal Features in Motor Imagery EEG Classification.

Xiaoqin Lian, Chunquan Liu, Chao Gao, Ziqian Deng, Wenyang Guan, Yonggang Gong

Abstract read
PubMed Full text at PMC Publisher
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

6 authors.

Xiaoqin LianSchool of Computer and Artificial Intelligence, Beijing Technology and Business University, Beijing 102488, China.ORCID 0000-0003-3941-9282
Chunquan LiuSchool of Computer and Artificial Intelligence, Beijing Technology and Business University, Beijing 102488, China.ORCID 0009-0001-9052-9543
Chao GaoSchool of Computer and Artificial Intelligence, Beijing Technology and Business University, Beijing 102488, China.ORCID 0000-0002-0873-2826
Ziqian DengSchool of Computer and Artificial Intelligence, Beijing Technology and Business University, Beijing 102488, China.ORCID 0009-0004-1220-8471
Wenyang GuanSchool of Computer and Artificial Intelligence, Beijing Technology and Business University, Beijing 102488, China.ORCID 0000-0001-5825-9048
Yonggang GongSchool of Computer and Artificial Intelligence, Beijing Technology and Business University, Beijing 102488, China.ORCID 0009-0005-6302-4178

Funding

National Natural Science Foundation of China 62173007
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

brain-computer interfaceconvolutional neural networkdepthwise separable convolutionelectroencephalogrammulti-class motor imagerypower spectral density

Identifiers

PMID40867208
PMCPMC12384646

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.