Evidence map›Paper›PMID 42449729›Full record

ArticleDiagnostics (Basel, Switzerland)2026

CPM-XNet: Annotation-Efficient Deep-Learning Framework for Detecting Tuberculosis in Chest X-Ray Images.

Tzu-Chin Yang, Bing-Yen Wang, Jin-Yu Li, Yu-Kang Chang, Shih-Huan Lin, Chi-Chang Chang, Yen-Wei Chu

Abstract read
PubMed Full text at PMC Publisher
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. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Tzu-Chin YangDepartment of Medical Imaging, Tungs' Taichung MetroHarbor Hospital, Taichung 435403, Taiwan.
Bing-Yen WangDivision of Thoracic Surgery, Department of Surgery, Changhua Christian Hospital, No. 135, Nanhsiao Street, Changhua County 500209, Taiwan.
Jin-Yu LiExecutive Master Program in Life Sciences, National Chung Hsing University, No. 145, Xingda Road, South Dist., Taichung City 402202, Taiwan.
Yu-Kang ChangDepartment of Medical Research, Tungs' Taichung MetroHarbor Hospital, Taichung 435403, Taiwan.
Shih-Huan LinDepartment of Medical Research, Tungs' Taichung MetroHarbor Hospital, Taichung 435403, Taiwan.
Chi-Chang ChangSchool of Medical Informatics, Chung Shan Medical University and IT Office, Chung Shan Medical University Hospital, Taichung 40201, Taiwan.ORCID 0000-0001-6513-9212
Yen-Wei ChuDoctoral Program in Medical Biotechnology, National Chung Hsing University, Taichung City 40227, Taiwan.ORCID 0000-0002-5525-4011

Funding

Changhua Christian Hospital NCHU-CCH-11408National Chung Hsing University NCHU-CCH-11408National Science and Technology Council 111-2221-E-005-073-MY3, 114-2321-B-006-015, and 114-3114-B-005-001Tungs' Taichung MetroHarbor Hospital TTMHH-R1110040
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

chest X-rayconvolutional neural networkdeep learningexplainable AIlung-aware feature modulationtuberculosisweakly supervised learning

Identifiers

PMID42449729
PMCPMC13360128

What OpenQuestion holds

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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.