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Published on: September 20, 2018
ChatGPT-4 Knows Its A B C D E but Cannot Cite Its Source
Diane Ghanem1, Alexander R Zhu2, Whitney Kagabo1
1Department of Orthopaedic Surgery, The Johns Hopkins Hospital, Baltimore, Maryland.
ChatGPT-4 provided inaccurate or nonexistent references for the Airway, Breathing, Circulation, Disability, Exposure (ABCDE) approach in trauma surgery. Over half of the references were unreliable, raising concerns for medical decision-making.
Area of Science:
- Medical Education
- Artificial Intelligence in Medicine
- Trauma Surgery
Background:
- Artificial intelligence language models like ChatGPT show promise as accessible educational tools in orthopaedic surgery.
- However, the accuracy of references provided by AI models is a critical concern for medical content integrity.
- This study focuses on the reliability of ChatGPT-4's references for the ABCDE trauma protocol.
Purpose of the Study:
- To evaluate the accuracy of references generated by ChatGPT-4 for the Airway, Breathing, Circulation, Disability, Exposure (ABCDE) approach in trauma surgery.
- To assess the reliability and reproducibility of AI-generated medical references.
Main Methods:
- Two independent reviewers assessed 30 ChatGPT-4 generated references for the ABCDE trauma protocol.
- References were graded as nonexistent, inaccurate, or accurate.
- Cohen's Kappa coefficient and descriptive statistics were used to analyze inter-rater agreement and mean accuracy.
Main Results:
- ChatGPT-4 achieved an average reference accuracy score of 66.7%.
- Only 43.3% of the 30 references were accurate; 56.7% were inaccurate or nonexistent.
- Reference accuracy was consistent across the five trauma protocol categories (p = 0.437).
Conclusions:
- ChatGPT-4's high rate of inaccurate or nonexistent references (57%) raises safety concerns for professional medical decision-making without verification.
- The AI model can serve as an adjunct learning tool if used cautiously with cross-referencing to enhance knowledge rehearsal.
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