Lightweight EEG Phase Prediction Based on Channel Attention and Spatio-Temporal Parallel Processing.

Shufei Duan, Yuting Yan, Qianrong Guo, Fujiang Li, Huizhi Liang

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. 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

5 authors.

Shufei DuanCollege of Computer Science and Technology, Shanxi University of Electronic Science and Technology, Linfen 041000, China.ORCID 0000-0001-6072-8237

Yuting YanCollege of Electronic Information Engineering, Taiyuan University of Technology, Jinzhong 030600, China.

Qianrong GuoCollege of Electronic Information Engineering, Taiyuan University of Technology, Jinzhong 030600, China.

Fujiang LiCollege of Electronic Information Engineering, Taiyuan University of Technology, Jinzhong 030600, China.

Huizhi LiangSchool of Computing, Newcastle University, Newcastle NE1 7RU, UK.

Funding

the Natural Science Foundation of Shanxi Province 202403021211098the Shanxi Scholarship Council of China 2024-060the Startup Fund of Shanxi University of Electronic Science and Technology 2025KJ016the Youth Fund of the National Natural Science Foundation of China 12004275

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

accuracyparallel prediction modelphase predictionreal-timetranscranial magnetic stimulation

Identifiers

PMID41594732

DOI10.3390/brainsci16010011

PMCPMC12838940

What Socratic 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 Socratic graph.