Can Gpt-4o Accurately Diagnose Trauma X-Rays? A Comparative Study with Expert Evaluations
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Published on: November 8, 2024
Ahmet Öztürk1, Serkan Günay1, Serdal Ateş2
1Department of Emergency Medicine, Hitit University Çorum Erol Olçok Education and Research Hospital, Çorum, Turkey.
Background:
The latest artificial intelligence (AI) model, GPT-4o, introduced by OpenAI, can process visual data, presenting a novel opportunity for radiographic evaluation in trauma patients.
Objective:
This study aimed to assess the efficacy of GPT-4o in interpreting radiographs for traumatic bone pathologies and to compare its performance with that of emergency medicine and orthopedic specialists.
Methods:
The study involved 10 emergency medicine specialists, 10 orthopedic specialists, and the GPT-4o AI model, evaluating 25 cases of traumatic bone pathologies of the upper and lower extremities selected from the Radiopaedia website. Participants were asked to identify fractures or dislocations in the radiographs within 45 minutes. GPT-4o was instructed to perform the same task in 10 different chat sessions.
Results:
Emergency medicine specialists and orthopedic specialists demonstrated an average accuracy of 82.8% and 87.2%, respectively, in radiograph interpretation. In contrast, GPT-4o achieved an accuracy of only 11.2%. Statistical analysis revealed significant differences among the three groups (p < 0.001), with GPT-4o performing significantly worse than both groups of specialists.
Conclusion:
GPT-4o's ability to interpret radiographs of traumatic bone pathologies is currently limited and significantly inferior to that of trained specialists. These findings underscore the ongoing need for human expertise in trauma diagnosis and highlight the challenges of applying AI to complex medical imaging tasks.
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