Evidence map›Paper›PMID 41226054›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Deep Learning Network with Illuminant Augmentation for Diabetic Retinopathy Segmentation Using Comprehensive Anatomical Context Integration.

Sakon Chankhachon, Supaporn Kansomkeat, Patama Bhurayanontachai, Sathit Intajag

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. 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

4 authors.

Sakon ChankhachonCollege of Digital Science, Prince of Songkla University, Songkhla 90110, Thailand.ORCID 0009-0002-9823-3517
Supaporn KansomkeatDivision of Computational Science, Faculty of Science, Prince of Songkla University, Songkhla 90110, Thailand.
Patama BhurayanontachaiDepartment of Ophthalmology, Faculty of Medicine, Prince of Songkla University, Songkhla 90110, Thailand.ORCID 0000-0002-4015-1941
Sathit IntajagDivision of Computational Science, Faculty of Science, Prince of Songkla University, Songkhla 90110, Thailand.

Funding

Thailand's Education Hub for the Southern Region of ASEAN Countries for Ph.D. Student.the NSRF via the Program Management Unit for Human Resources & Institutional Development, Research and Innovation B04G640070
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

anatomical contextdata augmentationdiabetic retinopathydomain generalizationsemantic segmentationtransformer

Identifiers

PMID41226054
PMCPMC12609521

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.