Evidence map›Paper›PMID 40266670›Full record

ArticleJMIR biomedical engineering2025

Can Artificial Intelligence Diagnose Knee Osteoarthritis?

Mihir Tandon, Nitin Chetla, Adarsh Mallepally, Botan Zebari, Sai Samayamanthula, Jonathan Silva, Swapna Vaja, John Chen, Matthew Cullen, Kunal Sukhija

Erratum issuedAbstract read
In one paragraph

Article in JMIR biomedical engineering, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. 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. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

10 authors.

Mihir TandonAlbany Medical College, Albany, NY, United States.ORCID https://orcid.org/0000-0003-3190-3432
Nitin ChetlaUniversity of Virginia School of Medicine, Charlottesville, VA, United States.ORCID https://orcid.org/0009-0003-3496-262X
Adarsh MallepallySchool of Medicine, Virginia Commonwealth University, Richmond, United States.ORCID https://orcid.org/0009-0000-5797-0225
Botan ZebariSt. James School of Medicine, Binghamton, NY, United States.ORCID https://orcid.org/0009-0003-9821-273X
Sai SamayamanthulaUniversity of Virginia School of Medicine, Charlottesville, VA, United States.ORCID https://orcid.org/0009-0000-8828-9635
Jonathan SilvaAlbany Medical College, Albany, NY, United States.ORCID https://orcid.org/0009-0005-2965-2015
Swapna VajaRush Medical College, Chicago, IL, United States.ORCID https://orcid.org/0000-0002-4982-3708
John ChenAlbany Medical College, Albany, NY, United States.ORCID https://orcid.org/0009-0002-6646-3166
Matthew CullenAlbany Medical College, Albany, NY, United States.ORCID https://orcid.org/0009-0005-6987-275X
Kunal SukhijaKaweah Health, Visalia, CA, United States.ORCID https://orcid.org/0000-0001-6186-4898

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study analyzed the capability of GPT-4o to properly identify knee osteoarthritis and found that the model had good sensitivity but poor specificity in identifying knee osteoarthritis; patients and clinicians should practice caution when using GPT-4o for image analysis in knee osteoarthritis.

Indexed as

ChatGPTGPT-4olarge language modelmachine learningosteoarthritisosteoarthritis detectionradiologyX-rays

Identifiers

PMID40266670
PMCPMC12059495

What OpenQuestion holds

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LicenceCC BY
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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.