Evidence map›Paper›PMID 40212891›Full record

ArticleNeurology. Education2025

Education Research: Current State and Effectiveness of EEG Education for Residents: A Systematic Review and Meta-Analysis.

Jianhua Chen, Si Chen, Yi-Cheng Zhu

Abstract read
In one paragraph

Article in Neurology. Education, 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. Review
  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

3 authors.

Jianhua ChenDepartment of Neurology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.ORCID https://orcid.org/0000-0002-9158-1706
Si ChenDepartment of Anesthesiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China; and.
Yi-Cheng ZhuDepartment of Neurology, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.ORCID https://orcid.org/0000-0002-8966-1379

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background and Objectives: EEG interpretation is crucial for residents. However, studies indicated poor competency among residents in interpreting EEGs. We conducted this systematic review and meta-analysis to assess the current state and effectiveness of EEG education for residents. Methods: A literature search was conducted in electronic bibliographic databases including PubMed, EMBASE, Web of Science, and Cochrane Library. Official websites of organizations including the International League Against Epilepsy, American Clinical Neurophysiology Society, American Epilepsy Society, International Child Neurology Association, Canadian Society of Clinical Neurophysiologists, and China Association Against Epilepsy were also searched for information on EEG education. The Preferred Reporting Items for Systematic Reviews and Meta-analyses methodologic standards for reporting systematic reviews were followed. The inclusion criteria of the articles were those that evaluated the effectiveness of EEG education or surveyed the status of EEG training for residents. Methodologic quality was assessed using the Risk of Bias in Nonrandomized Studies of Interventions, Version 2, tool. A meta-analysis of eligible studies was performed to compare precurriculum and postcurriculum test scores. Results: A total of 28,024 articles were identified of which 38 were included in the systematic review and 14 in the meta-analysis. EEG education methodologies varied widely. EEG curricula covered a range of topics, from fundamentals and advancements in EEG technology and interpretations to signal analysis, seizure semiology, and clinical applications for patients with epilepsy. There was a significant improvement in posttest scores compared with pretest scores, with a pooled standardized mean difference (SMD) of 1.76 (95% CI 1.14-2.39, Discussion: EEG education significantly improves residents' test scores and enhances their diagnostic skills of seizures. Future research should focus on evaluating the long-term retention of EEG knowledge following training, particularly regarding specialties.

Identifiers

PMID40212891
PMCPMC11985167

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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.