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The Validity, Accuracy, and Comprehensiveness of Artificial Intelligence for Generating Resident Educational Material
Edward A Luce1, Paulina Le, Alexandria Pumilia
1From the University of South Carolina School of Medicine (Columbia).
Annals of Plastic Surgery
|December 19, 2025
Summary
Artificial intelligence (AI) shows limited utility in plastic surgery resident education, generating nonsensical content. Faculty-developed guides remain superior for comprehensive surgical training.
Area of Science:
- Medical Education
- Surgical Training
- Artificial Intelligence
Background:
- Traditional plastic surgery resident education relies on outdated teacher-learner methods.
- Lectures and passive learning are incorporated into formal conferences.
- The study explored the potential of artificial intelligence (AI) to generate educational content.
Purpose of the Study:
- To evaluate the efficacy of an AI platform in creating plastic surgery resident conference discussion guides.
- To compare AI-generated guides with faculty-developed guides.
Main Methods:
- An AI platform was trained using a bibliography on three surgical topics: breast reduction, frontal sinus fracture, and flexor tendon injury.
- AI-generated discussion guides were assessed by residents on completeness, specificity, and absence of hallucinations.
- Residents also assessed faculty-generated guides using the same criteria.
Main Results:
- AI-generated guides received significantly lower ratings compared to faculty-generated guides.
- AI content was described as lacking substance or being nonsensical.
- Interrater reliability for assessments was 0.85.
Conclusions:
- Current AI technology is not suitable for generating sophisticated educational materials for plastic surgery residents.
- The utility of AI in enhancing resident education requires further investigation and development.
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