Evidence map›Paper›PMID 40941726›Full record

ArticleDiagnostics (Basel, Switzerland)2025

A Virtual Reality-Based Multimodal Approach to Diagnosing Panic Disorder and Agoraphobia Using Physiological Measures: A Machine Learning Study.

Han Wool Jung, Hyun Park, Seon-Woo Lee, Ki Won Jang, Sangkyu Nam, Jong Sub Lee, Moo Eob Ahn, Sang-Kyu Lee, Yeo Jin Kim, Daeyoung Roh

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed, 1 pooled it
–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 synthesis or guideline pooled it.

  1. Pooled it
  2. Review
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

10 authors.

Han Wool JungDepartment of Psychiatry, Yongin Severance Hospital, Yonsei University College of Medicine, Yongin 16995, Republic of Korea.ORCID 0000-0001-8294-5451
Hyun ParkDivision of Software, Hallym University, Chuncheon 24252, Republic of Korea.
Seon-Woo LeeDivision of Software, Hallym University, Chuncheon 24252, Republic of Korea.ORCID 0000-0001-5645-6531
Ki Won JangMind-Neuromodulation Laboratory, Hallym University College of Medicine, Chuncheon 24253, Republic of Korea.ORCID 0000-0002-9387-9688
Sangkyu NamMind-Neuromodulation Laboratory, Hallym University College of Medicine, Chuncheon 24253, Republic of Korea.ORCID 0000-0002-9573-7413
Jong Sub LeeDepartment of Psychology, Hallym University, Chuncheon 24252, Republic of Korea.
Moo Eob AhnDepartment of Emergency Medicine, Hallym University College of Medicine, Chuncheon 24253, Republic of Korea.ORCID 0000-0002-0151-544X
Sang-Kyu LeeDepartment of Psychiatry, Hallym University College of Medicine, Chuncheon 24253, Republic of Korea.ORCID 0000-0001-6714-850X
Yeo Jin KimDepartment of Neurology, Kangdong Sacred Heart Hospital, Seoul 05355, Republic of Korea.ORCID 0000-0002-6564-3774
Daeyoung RohMind-Neuromodulation Laboratory, Hallym University College of Medicine, Chuncheon 24253, Republic of Korea.ORCID 0000-0001-7242-9496

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

biomarkersdigital markerselectrodermal activitygalvanic skin responseheart rate variabilityskin conductancevirtual reality assessment

Identifiers

PMID40941726
PMCPMC12427861

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.