Evidence map›Paper›PMID 41898231›Full record

ArticleBiomedicines2026

Automated Early Detection of Skin Cancer Using a CNN-ViT-Attention-Based Hybrid Model.

Zekiye Kanat, Merve Kesim Onal, Harun Bingol, Serpil Sener, Engin Avci, Muhammed Yildirim

Abstract read
In one paragraph

Article in Biomedicines, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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

6 authors.

Zekiye KanatDepartment of Dermatology, Inonu University, Malatya 44280, Türkiye.
Merve Kesim OnalDepartment of Computer Engineering, Malatya Turgut Ozal University, Malatya 44210, Türkiye.ORCID 0000-0001-8204-846X
Harun BingolDepartment of Software Engineering, Malatya Turgut Ozal University, Malatya 44210, Türkiye.
Serpil SenerDepartment of Dermatology, Inonu University, Malatya 44280, Türkiye.
Engin AvciDepartment of Software Engineering, Firat University, Elazig 23119, Türkiye.ORCID 0000-0001-6278-3221
Muhammed YildirimDepartment of Artificial Intelligence and Data Engineering, Firat University, Elazig 23119, Türkiye.ORCID 0000-0003-1866-4721

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

attentionclassifiersCNNskin cancerViT

Identifiers

PMID41898231
PMCPMC13023899

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.