Evidence map›Paper›PMID 41007725›Full record

ArticleBiomedicines2025

Machine Learning-Based Analysis of Optical Coherence Tomography Angiography Images for Age-Related Macular Degeneration.

Abdullah Alfahaid, Tim Morris, Tim Cootes, Pearse A Keane, Hagar Khalid, Nikolas Pontikos, Fatemah Alharbi, Easa Alalwany, Abdulqader M Almars, Amjad Aldweesh and 3 more

Abstract read
In one paragraph

Article in Biomedicines, 2025. 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

13 authors.

Abdullah AlfahaidDepartment of Computer Science, College of Computer Science and Engineering at Yanbu, Taibah University, Medina 46421, Saudi Arabia.ORCID 0000-0003-2773-5544
Tim MorrisSchool of Computer Science, The University of Manchester, Oxford Road, Manchester M13 9PL, UK.ORCID 0000-0001-5334-4913
Tim CootesCentre for Imaging Sciences, The University of Manchester, Oxford Road, Manchester M13 9PL, UK.ORCID 0000-0002-2695-9063
Pearse A KeaneMoorfields Eye Hospital, 162 City Road, London EC1V 2PD, UK.ORCID 0000-0002-9239-745X
Hagar KhalidMoorfields Eye Hospital, 162 City Road, London EC1V 2PD, UK.ORCID 0000-0002-5311-4015
Nikolas PontikosInstitute of Ophthalmology, University College London, 11-43 Bath Street, London EC1V 9EL, UK.ORCID 0000-0003-1782-4711
Fatemah AlharbiDepartment of Computer Science, College of Computer Science and Engineering at Yanbu, Taibah University, Medina 46421, Saudi Arabia.ORCID 0000-0003-3594-6122
Easa AlalwanyDepartment of Computer Science, College of Computer Science and Engineering at Yanbu, Taibah University, Medina 46421, Saudi Arabia.ORCID 0000-0002-0948-0069
Abdulqader M AlmarsDepartment of Computer Science, College of Computer Science and Engineering at Yanbu, Taibah University, Medina 46421, Saudi Arabia.ORCID 0000-0002-6822-1008
Amjad AldweeshCollege of Computing and Information Technology, Shaqra University, Shaqra 11911, Saudi Arabia.ORCID 0000-0001-9358-1323
Abdullah G M ALMansourRadiology and Medical Imaging Department, College of Applied Medical Sciences, Prince Sattam Bin Abdulaziz University, Alkharj 11942, Saudi Arabia.ORCID 0009-0006-6941-2291
Panagiotis I SergouniotisSchool of Biological Sciences, The University of Manchester, Oxford Road, Manchester M13 9PL, UK.ORCID 0000-0003-0986-4123
Konstantinos BalaskasMoorfields Eye Hospital, 162 City Road, London EC1V 2PD, UK.ORCID 0000-0003-2034-8920

Funding

The research was also supported by the National Institute for Health and Care Research (NIHR) Biomedical Research Centre based at Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology. It was also co-funded by the NIHR Manchester NIHR203308the UK Research and Innovation (UKRI) (MR/T019050/1 Future Leaders Fellowship to P.A.K.) MR/T019050/1the Wellcome Trust (224643/Z/21/Z, Clinical Research Career Development Fellowship to P.I.S.) 224643/Z/21/ZThis work was supported by the Moorfields Eye Charity (R190028A Career Development Award to P.A.K; R190031A Career Development Award to N.P.) R190028AWellcome Trust
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

age-related macular degeneration (AMD)automated diagnosischoroidal neovascularisation (CNV)optical coherence tomography angiography (OCTA)texture analysis

Identifiers

PMID41007725
PMCPMC12467159

What OpenQuestion holds

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Registered trials

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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.