Evidence map›Paper›PMID 42346625›Full record

ArticleJournal of personalized medicine2026

Knee Osteoarthritis Severity Grading Using Contrastive Learning Image Pre-Training.

Sedigh Abdalla Bashir, Rabeeah S Altarhouni, Mohamed Burid Milad, Fauzia Ali Abuhtna, Mansor Masaud Wafi, Ellafi A Elbahri, Esam Alsadiq Alshareef, Mohammad Khaleel Sallam Ma'aitah, Esraa Alsariera, Ainur Toigozhinova

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of personalized medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

10 authors.

Sedigh Abdalla BashirLibyan Biotechnology Research Center, Tripoli P.O. Box 30313, Libya.
Rabeeah S AltarhouniLibyan Biotechnology Research Center, Tripoli P.O. Box 30313, Libya.
Mohamed Burid MiladLibyan Biotechnology Research Center, Tripoli P.O. Box 30313, Libya.ORCID 0009-0009-7905-3095
Fauzia Ali AbuhtnaLibyan Biotechnology Research Center, Tripoli P.O. Box 30313, Libya.
Mansor Masaud WafiLibyan Biotechnology Research Center, Tripoli P.O. Box 30313, Libya.
Ellafi A ElbahriLibyan Biotechnology Research Center, Tripoli P.O. Box 30313, Libya.
Esam Alsadiq AlshareefLibyan Biotechnology Research Center, Tripoli P.O. Box 30313, Libya.ORCID 0000-0003-4860-835X
Mohammad Khaleel Sallam Ma'aitahElectrical Engineering/Robotics and Artificial Intelligence Engineering, Faculty of Engineering & Technology, Applied Science Private University, Amman 11937, Jordan.ORCID 0009-0006-5094-6197
Esraa AlsarieraDepartment of Data Science and Artifical Intelligence, Faculty of Information Technology, Isra University, Amman 11622, Jordan.
Ainur ToigozhinovaInstitute of Automation and Telecommunication, Academy of Logistics and Transport University, Almaty 050012, Kazakhstan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

CLIPcontrastive learningknee osteoarthritisKOAmultimodal

Identifiers

PMID42346625
PMCPMC13302151

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.