Evidence map›Paper›PMID 33652713›Full record

ArticleBrain sciences2021

Identification of Breathing Patterns through EEG Signal Analysis Using Machine Learning.

Yong-Gi Hong, Hang-Keun Kim, Young-Don Son, Chang-Ki Kang

Abstract read
In one paragraph

Article in Brain sciences, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Position Statement and Recommendations for Custom-Made Sport Mouthguards.Dental traumatology : official publication of International Association for Dental Traumatology · 2025
    Review
  3. Article
  4. Article
  5. 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.

Yong-Gi HongDepartment of Health Sciences and Technology, Gachon Advanced Institute for Health Sciences & Technology, Gachon University, Incheon 21936, Korea.
Hang-Keun KimDepartment of Health Sciences and Technology, Gachon Advanced Institute for Health Sciences & Technology, Gachon University, Incheon 21936, Korea.
Young-Don SonDepartment of Health Sciences and Technology, Gachon Advanced Institute for Health Sciences & Technology, Gachon University, Incheon 21936, Korea.ORCID 0000-0001-7029-2422
Chang-Ki KangDepartment of Health Sciences and Technology, Gachon Advanced Institute for Health Sciences & Technology, Gachon University, Incheon 21936, Korea.ORCID 0000-0002-9573-8432

Funding

National Research Foundation of Korea 2020R1A2C1004355Technical Development Project 20006105
6 · The paper itself

Abstract

This study was to investigate the changes in brain function due to lack of oxygen (O

Indexed as

breathingEEGLDAmachine learningrandom forestworking memory task

Identifiers

PMID33652713
PMCPMC7996914

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.