Evidence map›Paper›PMID 40310367›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Automatic Feature Selection for Imbalanced Echocardiogram Data Using Event-Based Self-Similarity.

Huang-Nan Huang, Hong-Min Chen, Wei-Wen Lin, Rita Wiryasaputra, Yung-Cheng Chen, Yu-Huei Wang, Chao-Tung Yang

Abstract read
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 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

7 authors.

Huang-Nan HuangDepartment of Smart Computing and Applied Mathematics, Tunghai University, Taichung 407224, Taiwan.ORCID 0000-0001-7387-0427
Hong-Min ChenDepartment of Smart Computing and Applied Mathematics, Tunghai University, Taichung 407224, Taiwan.
Wei-Wen LinCardiovascular Center, Taichung Veterans General Hospital, Taichung 407219, Taiwan.ORCID 0000-0002-9384-1970
Rita WiryasaputraDepartment of Industrial Engineering and Enterprise Information, Tunghai University, Taichung 407224, Taiwan.ORCID 0000-0002-8052-2436
Yung-Cheng ChenDepartment of Computer Science, Tunghai University, Taichung 407224, Taiwan.
Yu-Huei WangCardiovascular Center, Taichung Veterans General Hospital, Taichung 407219, Taiwan.
Chao-Tung YangDepartment of Computer Science, Tunghai University, Taichung 407224, Taiwan.ORCID 0000-0002-9579-4426

Funding

Taichung Veterans General Hospital, Taiwan TCVGH-1127202C, TCVGH-T1117807, and TCVGH-T1137808the National Science and Technology Council 113-2622-E-029-003 and 113-2221-E-029-028-MY3
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

cardiovascular diseaseclassificationechocardiogramfeature selectionmachine learningvoting ensemble

Identifiers

PMID40310367
PMCPMC12025907

What Socratic 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 Socratic graph.