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Arthrosis diagnosis and treatment recommendations in clinical practice: an exploratory investigation with the generative AI model GPT-4

Authors :
Stefano Pagano
Sabrina Holzapfel
Tobias Kappenschneider
Matthias Meyer
Günther Maderbacher
Joachim Grifka
Dominik Emanuel Holzapfel
Source :
Journal of Orthopaedics and Traumatology, Vol 24, Iss 1, Pp 1-11 (2023)
Publication Year :
2023
Publisher :
SpringerOpen, 2023.

Abstract

Abstract Background The spread of artificial intelligence (AI) has led to transformative advancements in diverse sectors, including healthcare. Specifically, generative writing systems have shown potential in various applications, but their effectiveness in clinical settings has been barely investigated. In this context, we evaluated the proficiency of ChatGPT-4 in diagnosing gonarthrosis and coxarthrosis and recommending appropriate treatments compared with orthopaedic specialists. Methods A retrospective review was conducted using anonymized medical records of 100 patients previously diagnosed with either knee or hip arthrosis. ChatGPT-4 was employed to analyse these historical records, formulating both a diagnosis and potential treatment suggestions. Subsequently, a comparative analysis was conducted to assess the concordance between the AI’s conclusions and the original clinical decisions made by the physicians. Results In diagnostic evaluations, ChatGPT-4 consistently aligned with the conclusions previously drawn by physicians. In terms of treatment recommendations, there was an 83% agreement between the AI and orthopaedic specialists. The therapeutic concordance was verified by the calculation of a Cohen’s Kappa coefficient of 0.580 (p

Details

Language :
English
ISSN :
15909999
Volume :
24
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Journal of Orthopaedics and Traumatology
Publication Type :
Academic Journal
Accession number :
edsdoj.6b62a5b4ede84e9eb1d9085c483bfe44
Document Type :
article
Full Text :
https://doi.org/10.1186/s10195-023-00740-4