Evidence map›Paper›PMID 41750687›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Hybrid Ensemble Model for Knee Osteoarthritis Grading: Integrating CNNs with GLCM Features and XAI.

Lubna Mohammad Almusa, Turky Nayef Alotaiby, Hanan Saeed Murayshid, Rawad Awad Alqahtani

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

4 authors.

Lubna Mohammad AlmusaDepartment of Artificial Intelligence Sciences, College of Computer and Information Sciences, Princess Noura Bint Abdulrhman University, Riyadh 11564, Saudi Arabia.ORCID 0009-0000-2822-5453
Turky Nayef AlotaibyArtificial Intelligence and Robotics Institute, King Abdulaziz City for Science and Technology (KACST), Riyadh 12345, Saudi Arabia.
Hanan Saeed MurayshidArtificial Intelligence and Robotics Institute, King Abdulaziz City for Science and Technology (KACST), Riyadh 12345, Saudi Arabia.
Rawad Awad AlqahtaniArtificial Intelligence and Robotics Institute, King Abdulaziz City for Science and Technology (KACST), Riyadh 12345, Saudi Arabia.ORCID 0009-0008-5679-1522

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

deep learningensemble learningKellgren–Lawrence gradingknee osteoarthritisX-ray radiographs

Identifiers

PMID41750687
PMCPMC12939145

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.