TurkerNeXtV2: An Innovative CNN Model for Knee Osteoarthritis Pressure Image Classification.

Omer Esmez, Gulnihal Deniz, Furkan Bilek, Murat Gurger, Prabal Datta Barua, Sengul Dogan, Mehmet Baygin, Turker Tuncer

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

8 authors.

Omer EsmezDepartment of Orthopedics, Elazig Fethi Sekin City Hospital, Elazig 23280, Turkey.ORCID 0000-0002-4475-3501

Gulnihal DenizDepartment of Physiotherapy and Rehabilitation, Faculty of Health Sciences, Erzurum Technical University, Erzurum 25050, Turkey.ORCID 0000-0002-5944-8841

Furkan BilekDepartment of Gerontology, Fethiye Faculty of Health Sciences, Mugla Sitki Kocman University, Mugla 48000, Turkey.ORCID 0000-0003-1567-7201

Murat GurgerDepartment of Orthopedics, Firat University Hospital, Firat University, Elazig 23119, Turkey.ORCID 0000-0002-7510-7203

Prabal Datta BaruaSchool of Business (Information System), University of Southern Queensland, Toowoomba, QLD 4350, Australia.ORCID 0000-0001-5117-8333

Sengul DoganDepartment of Digital Forensics Engineering, Technology Faculty, Firat University, Elazig 23119, Turkey.ORCID 0000-0001-9677-5684

Mehmet BayginDepartment of Computer Engineering, Erzurum Technical University, Erzurum 25050, Turkey.ORCID 0000-0001-6449-8950

Turker TuncerDepartment of Digital Forensics Engineering, Technology Faculty, Firat University, Elazig 23119, Turkey.ORCID 0000-0002-5126-6445

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

biomedical image classificationdeep learningosteoarthritis detectionpooling-based attentionTurkerNeXtV2

Identifiers

PMID41095697

DOI10.3390/diagnostics15192478

PMCPMC12523376

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.