Evidence map›Paper›PMID 39941178›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Enhanced Multi-Model Deep Learning for Rapid and Precise Diagnosis of Pulmonary Diseases Using Chest X-Ray Imaging.

Rahul Kumar, Cheng-Tang Pan, Yi-Min Lin, Shiue Yow-Ling, Ting-Sheng Chung, Uyanahewa Gamage Shashini Janesha

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 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Article
  5. 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.

Rahul KumarDepartment of Mechanical and Electro-Mechanical Engineering, National Sun Yat-sen University, Kaohsiung 804, Taiwan.ORCID 0000-0002-8372-9627
Cheng-Tang PanDepartment of Mechanical and Electro-Mechanical Engineering, National Sun Yat-sen University, Kaohsiung 804, Taiwan.ORCID 0000-0002-5475-011X
Yi-Min LinDepartment of Psychiatry, Kaohsiung Armed Forces General Hospital, Kaohsiung 802, Taiwan.
Shiue Yow-LingInstitute of Precision Medicine, National Sun Yat-sen University, Kaohsiung 804, Taiwan.ORCID 0000-0003-0798-5028
Ting-Sheng ChungDepartment of Psychiatry, Kaohsiung Armed Forces General Hospital, Kaohsiung 802, Taiwan.ORCID 0009-0000-9418-1815
Uyanahewa Gamage Shashini JaneshaInstitute of Biomedical Sciences, National Sun Yat-sen University, Kaohsiung 804, Taiwan.ORCID 0000-0002-3246-6097

Funding

Kaohsiung Armed Forces General Hospital KAFGH_A_112008
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

chest X-ray imagingfeature optimizationhistogram equalization (HE)image contrast enhancement algorithm (ICEA)meta-heuristicmulticlass classificationpulmonary disease diagnosis

Identifiers

PMID39941178
PMCPMC11817112

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.