Evidence map›Paper›PMID 41827932›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Investigating the Impact of Semi-Supervised Learning Methods to Improve the Quality of Diagnosis of Retinal Diseases from OCT Images.

Armin Alizadeh, Ahmad Alenezi, Nastaran Khakestari, Yashar Amizadeh, Ata Jodeiri

Abstract read
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

5 authors.

Armin AlizadehDepartment of Biomedical Engineering, Faculty of Advanced Medical Sciences, Tabriz University of Medical Sciences, Tabriz 51656, Iran.
Ahmad AleneziRadiologic Sciences Department, Kuwait University, Kuwait City 31470, Kuwait.ORCID 0000-0002-8018-3585
Nastaran KhakestariDepartment of Biomedical Engineering, Faculty of Advanced Medical Sciences, Tabriz University of Medical Sciences, Tabriz 51656, Iran.
Yashar AmizadehEye Surgery Department, Mehr Hospital, Tabriz 51656, Iran.
Ata JodeiriDepartment of Biomedical Engineering, Faculty of Advanced Medical Sciences, Tabriz University of Medical Sciences, Tabriz 51656, Iran.ORCID 0000-0001-8117-4886

Funding

Tabriz University of Medical Sciences 72122
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

age-related macular degenerationoptical coherence tomographysemi supervised learning

Identifiers

PMID41827932
PMCPMC12984710

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.