Evidence map›Paper›PMID 42196940›Full record

ArticleDiagnostics (Basel, Switzerland)2026

RNNet-MST: A ResNet-50 with Multi-Scale Transformer Blocks for Pulmonary Nodule Classification and Attention-Based Localization on Chest X-Ray Images.

Edrill F Bilan, Emman T Manduriaga, Hernando S Salapare, Ymir M Garcia, Khatalyn E Mata, Rose Anna R Banal, Imelda C Ang, Wei-Ta Chu, Dan Michael A Cortez

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

9 authors.

Edrill F BilanCollege of Information Systems and Technology, Pamantasan ng Lungsod ng Maynila, Manila 1002, Philippines.
Emman T ManduriagaCollege of Information Systems and Technology, Pamantasan ng Lungsod ng Maynila, Manila 1002, Philippines.ORCID 0009-0007-1683-0729
Hernando S SalapareInstitut de Science des Matériaux de Mulhouse (IS2M), CNRS, UHA, UMR 7361, 68057 Mulhouse, France.ORCID 0000-0002-8914-1592
Ymir M GarciaSchool of Chemical, Biological, Materials Engineering and Sciences, Mapúa University, Manila 1002, Philippines.
Khatalyn E MataCollege of Information Systems and Technology, Pamantasan ng Lungsod ng Maynila, Manila 1002, Philippines.
Rose Anna R BanalCollege of Medicine, Pamantasan ng Lungsod ng Maynila, Manila 1002, Philippines.
Imelda C AngCollege of Medicine, Pamantasan ng Lungsod ng Maynila, Manila 1002, Philippines.
Wei-Ta ChuDepartment of Computer Science and Information Engineering, National Cheng Kung University, Tainan 701401, Taiwan.ORCID 0000-0001-5722-7239
Dan Michael A CortezCollege of Information Systems and Technology, Pamantasan ng Lungsod ng Maynila, Manila 1002, Philippines.

Funding

Philippine Council for Industry, Energy, and Emerging Technology Research and Development Balik Scientist Program
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

chest X-ray analysiscomputer-aided detectiondeep learningfalse negative reductionpulmonary nodule classificationpulmonary nodule detectionResNet-50RNNet-MSTspatial attention mechanismtransformers

Identifiers

PMID42196940
PMCPMC13205923

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.