Evidence map›Paper›PMID 41515641›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Leveraging Large-Scale Public Data for Artificial Intelligence-Driven Chest X-Ray Analysis and Diagnosis.

Farzeen Khalid Khan, Waleed Bin Tahir, Mu Sook Lee, Jin Young Kim, Shi Sub Byon, Sun-Woo Pi, Byoung-Dai Lee

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2026. 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.

Farzeen Khalid KhanAI Laboratory, HealthHub Co., Ltd., Seoul 06524, Republic of Korea.
Waleed Bin TahirAI Laboratory, HealthHub Co., Ltd., Seoul 06524, Republic of Korea.ORCID 0009-0008-1312-8675
Mu Sook LeeDepartment of Radiology, Keimyung University Dongsan Hospital, Daegu 24601, Republic of Korea.ORCID 0000-0002-0382-5564
Jin Young KimDepartment of Radiology, Keimyung University Dongsan Hospital, Daegu 24601, Republic of Korea.
Shi Sub ByonAI Laboratory, HealthHub Co., Ltd., Seoul 06524, Republic of Korea.ORCID 0000-0002-7189-4000
Sun-Woo PiDivision of AI and Computer Engineering, Kyonggi University, Suwon 16227, Republic of Korea.
Byoung-Dai LeeDivision of AI and Computer Engineering, Kyonggi University, Suwon 16227, Republic of Korea.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencechest X-ray interpretationdeep learningnoisy labelsuncertainty quantification

Identifiers

PMID41515641
PMCPMC12785295

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.