Evidence map›Paper›PMID 36541546›Full record

ArticleJournal of neural engineering2022

Characterizing physiological high-frequency oscillations using deep learning.

Yipeng Zhang, Hoyoung Chung, Jacquline P Ngo, Tonmoy Monsoor, Shaun A Hussain, Joyce H Matsumoto, Patricia D Walshaw, Aria Fallah, Myung Shin Sim, Eishi Asano and 6 more

Abstract read
In one paragraph

Article in Journal of neural engineering, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.

0numbers the graph read from it
0cells of the map it votes in
17citing 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

17 citing papers in PubMed.

  1. Article
  2. Review
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  7. Review
  8. Article
  9. Fast ripple band high-frequency activity associated with thalamic sleep spindles in pediatric epilepsy.Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology · 2025
    Article
  10. Review
  11. Review
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  13. Article
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  16. Networks through the lens of high-frequency oscillations.Frontiers in network physiology · 2024
    Review
  17. Optimizing detection and deep learning-based classification of pathological high-frequency oscillations in epilepsy.Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology · 2023
    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

16 authors.

Yipeng ZhangDepartment of Electrical and Computer Engineering, University of California, Los Angeles, CA, United States of America.
Hoyoung ChungDepartment of Electrical and Computer Engineering, University of California, Los Angeles, CA, United States of America.
Jacquline P NgoDivision of Pediatric Neurology, Department of Pediatrics, UCLA Mattel Children's Hospital, David Geffen School of Medicine, Los Angeles, CA, United States of America.
Tonmoy MonsoorDepartment of Electrical and Computer Engineering, University of California, Los Angeles, CA, United States of America.
Shaun A HussainDivision of Pediatric Neurology, Department of Pediatrics, UCLA Mattel Children's Hospital, David Geffen School of Medicine, Los Angeles, CA, United States of America.
Joyce H MatsumotoDivision of Pediatric Neurology, Department of Pediatrics, UCLA Mattel Children's Hospital, David Geffen School of Medicine, Los Angeles, CA, United States of America.
Patricia D WalshawDepartment of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine, Los Angeles, CA, United States of America.
Aria FallahDepartment of Neurosurgery, UCLA Medical Center, David Geffen School of Medicine, Los Angeles, CA, United States of America.
Myung Shin SimDepartment of Medicine, Statistics Core, University of California, Los Angeles, CA, United States of America.
Eishi AsanoDepartment of Pediatrics and Neurology, Children's Hospital of Michigan, Wayne State University School of Medicine, Detroit, MI, United States of America.
Raman SankarDivision of Pediatric Neurology, Department of Pediatrics, UCLA Mattel Children's Hospital, David Geffen School of Medicine, Los Angeles, CA, United States of America.
Richard J StabaDepartment of Neurology, UCLA Medical Center, David Geffen School of Medicine, Los Angeles, CA, United States of America.
Jerome EngelDepartment of Neurology, UCLA Medical Center, David Geffen School of Medicine, Los Angeles, CA, United States of America.
William SpeierDepartment of Radiological Sciences, University of California, Los Angeles, CA, United States of America.ORCID 0000-0002-0890-8684
Vwani RoychowdhuryDepartment of Electrical and Computer Engineering, University of California, Los Angeles, CA, United States of America.
Hiroki NariaiDivision of Pediatric Neurology, Department of Pediatrics, UCLA Mattel Children's Hospital, David Geffen School of Medicine, Los Angeles, CA, United States of America.ORCID 0000-0002-8318-2924

Funding

UCLA Clinical Translational Science InstituteUL1TR001881 · NCATS · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI ARLEEN F. BROWN, ARASH NAEIM · 2016 to 2026
$118.1M
The Epilepsy Bioinformatics Study for Antiepileptogenic Therapy (EpiBioS4Rx) Public Engagement CoreU54NS100064 · NINDS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI ENGEL, JEROME NONE, GALANOPOULOU, ARISTEA S · 2017 to 2021
$21.7M
IN VIVO STUDIES OF THE EPILEPTIC HIPPOCAMPUSR01NS033310 · NINDS · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI JEROME NONE ENGEL, Richard Staba · 1994 to 2026
$7.5M
Defining the Epileptogenic Network and Identifying Which Components Generate SeizuresR01NS106957 · NINDS · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI Richard Staba · 2018 to 2026
$3.4M
Refining neurophysiological biomarkers of epilepsy using deep learning to guide pediatric epilepsy surgeryK23NS128318 · NINDS · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI Hiroki Nariai · 2023 to 2026
$968k
NCATS NIH HHS UL1 TR001881NINDS NIH HHS K23 NS128318NINDS NIH HHS R01 NS033310NINDS NIH HHS R01 NS106957NINDS NIH HHS U54 NS100064
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Deep LearningEpilepsyBrainChildElectroencephalographyHumansSeizuresHFOmachine learningphysiological HFO

Identifiers

PMID36541546
PMCPMC10364130

What OpenQuestion holds

Textmetadata
LicenceTDM
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.