Evidence map›Paper›PMID 40648294›Full record

ArticleSensors (Basel, Switzerland)2025

Transformer-Based Detection and Clinical Evaluation System for Torsional Nystagmus.

Ju-Hyuck Han, Yong-Suk Kim, Jong Bin Lee, Hantai Kim, Jong-Yeup Kim, Yongseok Cho

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

6 authors.

Ju-Hyuck HanDepartment of Artificial Intelligence, Konyang University, Daejeon 32992, Republic of Korea.ORCID 0000-0002-6987-2793
Yong-Suk KimDepartment of Artificial Intelligence, Konyang University, Daejeon 32992, Republic of Korea.ORCID 0000-0003-3443-263X
Jong Bin LeeDepartment of Otolaryngology, Konyang University Hospital, Daejeon 32992, Republic of Korea.ORCID 0000-0002-0602-1529
Hantai KimDepartment of Otolaryngology, Konyang University Hospital, Daejeon 32992, Republic of Korea.
Jong-Yeup KimDepartment of Otolaryngology, Konyang University Hospital, Daejeon 32992, Republic of Korea.ORCID 0000-0003-1230-9307
Yongseok ChoDepartment of Medical IT Engineering, Konyang University, Daejeon 32992, Republic of Korea.ORCID 0000-0002-6425-8145

Funding

Korea Health Industry Development Institute RS-2022-KH129742
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Benign Paroxysmal Positional VertigoNystagmus, PathologicAlgorithmsEye MovementsFemaleHumansMaleMiddle AgedNeural Networks, ComputerVideo Recording1D-CNNbenign paroxysmal positional vertigonystagmus detectiontorsional nystagmustorsion transformer

Identifiers

PMID40648294
PMCPMC12252314

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.