Evidence map›Paper›PMID 40941702›Full record

ArticleDiagnostics (Basel, Switzerland)2025

A Comparative Analysis of the Mamba, Transformer, and CNN Architectures for Multi-Label Chest X-Ray Anomaly Detection in the NIH ChestX-Ray14 Dataset.

Erdem Yanar, Furkan Kutan, Kubilay Ayturan, Uğurhan Kutbay, Oktay Algın, Fırat Hardalaç, Ahmet Muhteşem Ağıldere

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 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

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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.

Erdem YanarDepartment of Healthcare Systems System Engineering, ASELSAN, 06200 Ankara, Turkey.ORCID 0009-0008-0764-098X
Furkan KutanDepartment of Test and Verification Engineering, ASELSAN, 06200 Ankara, Turkey.
Kubilay AyturanDepartment of Electrical and Electronics Engineering, Gazi University, 06570 Ankara, Turkey.ORCID 0000-0001-9406-4694
Uğurhan KutbayDepartment of Electrical and Electronics Engineering, Gazi University, 06570 Ankara, Turkey.ORCID 0000-0003-2167-9107
Oktay AlgınDepartment of Radiology, Medical Faculty, Ankara University, 06230 Ankara, Turkey.ORCID 0000-0002-3877-8366
Fırat HardalaçDepartment of Electrical and Electronics Engineering, Gazi University, 06570 Ankara, Turkey.ORCID 0000-0003-1358-0756
Ahmet Muhteşem AğıldereDepartment of Radiology, Faculty of Medicine, Baskent University, 06490 Ankara, Turkey.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

AUROC evaluationchest X-raydiagnostic decision supportmamba architecturemulti-label classificationNIH ChestX-ray14thoracic disease detectiontransformer architectures

Identifiers

PMID40941702
PMCPMC12428523

What OpenQuestion holds

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LicenceCC BY
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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.