Evidence map›Paper›PMID 40426681›Full record

ArticleBrain sciences2025

EEG-Based Seizure Detection Using Dual-Branch CNN-ViT Network Integrating Phase and Power Spectrograms.

Zhuohan Wang, Yaoqi Hu, Qingyue Xin, Guanghao Jin, Yazhou Zhao, Weidong Zhou, Guoyang Liu

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 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. 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

7 authors.

Zhuohan WangSchool of Integrated Circuits, Shandong University, Jinan 250199, China.ORCID 0009-0003-4329-1100
Yaoqi HuSchool of Integrated Circuits, Shandong University, Jinan 250199, China.
Qingyue XinSchool of Integrated Circuits, Shandong University, Jinan 250199, China.
Guanghao JinInstitute of Computer Science, Ludwig Maximilian University of Munich, 80539 Munich, Germany.
Yazhou ZhaoDepartment of Biomedical Engineering, New York University, New York, NY 10012, USA.
Weidong ZhouSchool of Integrated Circuits, Shandong University, Jinan 250199, China.ORCID 0000-0001-9481-1696
Guoyang LiuSchool of Integrated Circuits, Shandong University, Jinan 250199, China.

Funding

Guangdong Basic and Applied Basic Research Foundation 2025A1515011826Key Program of Natural Science Foundation of Shandong Province ZR2020LZH009National Natural Science Foundation of China 62401342 and 62271291Natural Science Foundation of Shandong Province ZR2024QF092Shenzhen Science and Technology Program GJHZ20220913142607013
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

continuous wavelet transformconvolutional neural networkseizure detectionvision transformer

Identifiers

PMID40426681
PMCPMC12109824

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.