Are ChatGPT's Free-Text Responses on Periprosthetic Joint Infections of the Hip and Knee Reliable and Useful?

This study aimed to evaluate ChatGPT's performance on questions about periprosthetic joint infections (PJI) of the hip and knee. Twenty-seven questions from the 2018 International Consensus Meeting on Musculoskeletal Infection were selected for response generation. The free-text responses were...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Journal of clinical medicine 2023-10, Vol.12 (20), p.6655
Hauptverfasser: Draschl, Alexander, Hauer, Georg, Fischerauer, Stefan Franz, Kogler, Angelika, Leitner, Lukas, Andreou, Dimosthenis, Leithner, Andreas, Sadoghi, Patrick
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
Zusammenfassung:This study aimed to evaluate ChatGPT's performance on questions about periprosthetic joint infections (PJI) of the hip and knee. Twenty-seven questions from the 2018 International Consensus Meeting on Musculoskeletal Infection were selected for response generation. The free-text responses were evaluated by three orthopedic surgeons using a five-point Likert scale. Inter-rater reliability (IRR) was assessed via Fleiss' kappa (FK). Overall, near-perfect IRR was found for disagreement on the presence of factual errors (FK: 0.880, 95% CI [0.724, 1.035], < 0.001) and agreement on information completeness (FK: 0.848, 95% CI [0.699, 0.996], < 0.001). Substantial IRR was observed for disagreement on misleading information (FK: 0.743, 95% CI [0.601, 0.886], < 0.001) and agreement on suitability for patients (FK: 0.627, 95% CI [0.478, 0.776], < 0.001). Moderate IRR was observed for agreement on "up-to-dateness" (FK: 0.584, 95% CI [0.434, 0.734], < 0.001) and suitability for orthopedic surgeons (FK: 0.505, 95% CI [0.383, 0.628], < 0.001). Question- and subtopic-specific analysis revealed diverse IRR levels ranging from near-perfect to poor. ChatGPT's free-text responses to complex orthopedic questions were predominantly reliable and useful for orthopedic surgeons and patients. Given variations in performance by question and subtopic, consulting additional sources and exercising careful interpretation should be emphasized for reliable medical decision-making.
ISSN:2077-0383
2077-0383
DOI:10.3390/jcm12206655