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Accuracy of ChatGPT in Neurolocalization
Waleed F Dabbas1, Yousef M Odeibat2, Mohammad Alhazaimeh3
1Division of Neurosurgery, Department of Special Surgery, Faculty of Medicine, Al-Balqa Applied University, Al-Salt, JOR.
Cureus
|May 28, 2024
Summary
Artificial intelligence (AI) chatbots like ChatGPT show promise in medical neurolocalization tasks, achieving 84.8% accuracy. However, current AI models are not yet reliable for routine clinical patient care.
Area of Science:
- Neurology
- Artificial Intelligence
- Medical Education
Background:
- Artificial intelligence (AI) chatbots, such as ChatGPT, possess advanced communication skills and extensive knowledge bases.
- The application of AI in medicine, particularly in neurolocalization, requires robust clinical reasoning alongside neuroanatomical expertise.
Purpose of the Study:
- To evaluate the capabilities of ChatGPT in performing neurolocalization tasks.
- To assess the accuracy of ChatGPT's responses in clinical case scenarios.
Main Methods:
- Forty-six text-based neurolocalization case scenarios were presented to ChatGPT-3.5.
- Seven neurosurgeons evaluated the accuracy of ChatGPT's responses using a 5-point scoring system.
Main Results:
- ChatGPT-3.5 demonstrated an accuracy of 84.8% in providing "completely correct" or "mostly correct" answers.
- Analysis indicated consistent scoring among the neurosurgical evaluators.
Conclusions:
- The current accuracy of AI chatbots in neurolocalization is promising but insufficient for direct clinical application in patient care.
- Concise and precise interactions with AI tools are recommended to enhance response accuracy.
- AI holds potential for future breakthroughs in medical applications.
Keywords:
anatomical localizationanatomyartificial intelligencebrain anatomychatgptdiagnosisgenerative pre-trained transformersneuroanatomyneurolocalizationneurosurgery
