Evidence map›Paper›PMID 42513565›Full record

ArticleJournal of clinical medicine2026

A Lightweight Vision Transformer and Retinal Biomarker Fusion Framework for Early Glaucoma Detection: Toward Improved Clinical Screening.

Alifa Nasrin, Muhammad Bin Asif, Fatima Tuz Zahra, Afzal Haq Asif, Gausul Azam Khan, Md Arifuzzaman, Ramasamy Naidu, Akm Azad, Muhammad Ali Martuza

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of clinical medicine, 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.

Alifa NasrinCombined Military Hospital (CMH), Chattagram 4220, Bangladesh.
Muhammad Bin AsifClinical Department, Azerbaijani Medical University, Baku AZ1022, Azerbaijan.
Fatima Tuz ZahraManagement Information System, College of Business Administration, King Faisal University, Al-Ahsa 31982, Saudi Arabia.ORCID 0000-0003-1452-8992
Afzal Haq AsifPharmacy Practice, College of Clinical Pharmacy, King Faisal University, Al-Ahsa 31982, Saudi Arabia.
Gausul Azam KhanDepartment of Clinical Nutrition, College of Applied Medical Sciences, King Faisal University, Al-Ahsa 31982, Saudi Arabia.
Md ArifuzzamanCivil and Environmental Engineering, King Faisal University, Al-Ahsa 31982, Saudi Arabia.ORCID 0000-0002-5069-0447
Ramasamy NaiduDepartment of Computer Engineering, College of Computer Sciences & Information Technology, King Faisal University, Al-Ahsa 31982, Saudi Arabia.ORCID 0000-0003-0793-7763
Akm AzadDepartment of Mathematics and Statistics, Faculty of Science, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 13318, Saudi Arabia.ORCID 0000-0002-5251-2214
Muhammad Ali MartuzaDepartment of Computer Engineering, College of Computer, Qassim University, Buraydah 51452, Saudi Arabia.ORCID 0000-0003-3420-3597

Funding

King Faisal University KFU263606
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

deep learning (DL)glaucoma detectionlightweight vision transformeroptic disc segmentationretinal biomarkers

Identifiers

PMID42513565
PMCPMC13413154

What Socratic 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 Socratic graph.