Evidence map›Paper›PMID 41061718›Full record

ArticleJournal of neural engineering2025

PyHFO 2.0: an open-source platform for deep learning-based clinical high-frequency oscillations analysis.

Yuanyi Ding, Yipeng Zhang, Chenda Duan, Atsuro Daida, Yun Zhang, Sotaro Kanai, Mingjian Lu, Shaun Hussain, Richard J Staba, Hiroki Nariai and 1 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of neural engineering, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Internal and external validation of comprehensive high-frequency activity biomarkers for epilepsy surgery.Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology · 2026
    Article
  2. 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

11 authors.

Yuanyi DingDepartment of Electrical and Computer Engineering, University of California, Los Angeles, CA, United States of America.ORCID 0009-0006-5566-675X
Yipeng ZhangDepartment of Electrical and Computer Engineering, University of California, Los Angeles, CA, United States of America.
Chenda DuanDepartment of Electrical and Computer Engineering, University of California, Los Angeles, CA, United States of America.
Atsuro DaidaDivision of Pediatric Neurology, Department of Pediatrics, UCLA Mattel Children's Hospital, David Geffen School of Medicine, Los Angeles, CA, United States of America.
Yun ZhangDepartment of Civil Engineering, University of California, Los Angeles, CA, United States of America.ORCID 0009-0004-8461-2596
Sotaro KanaiDivision of Pediatric Neurology, Department of Pediatrics, UCLA Mattel Children's Hospital, David Geffen School of Medicine, Los Angeles, CA, United States of America.ORCID 0000-0002-7320-2346
Mingjian LuDepartment of Electrical and Computer Engineering, University of California, Los Angeles, CA, United States of America.
Shaun HussainDivision of Pediatric Neurology, Department of Pediatrics, UCLA Mattel Children's Hospital, David Geffen School of Medicine, Los Angeles, CA, United States of America.ORCID 0000-0001-6947-8852
Richard J StabaDepartment of Neurology, UCLA Medical Center, David Geffen School of Medicine, 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.
Vwani RoychowdhuryDepartment of Electrical and Computer Engineering, University of California, Los Angeles, CA, United States of America.

Funding

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
NINDS NIH HHS K23 NS128318NINDS NIH HHS R01 NS106957
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

BrainDeep LearningDrug Resistant EpilepsyElectroencephalographyEpilepsyHumansdeep learningEEGgraphical user interfacehigh-frequency oscillationneurophysiologyopen-source software

Identifiers

PMID41061718
PMCPMC12555012

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.