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Integration of Artificial Intelligence Into a Medical Curriculum: Evolving Student Perceptions and Faculty
Kinner L Flaglor1, Gabrielle Rueff2, Paul Monaco1
1Medical Education, East Tennessee State University Quillen College of Medicine, Johnson City, USA.
Cureus
|June 26, 2026
Summary
Generative artificial intelligence (AI) in medical education is evolving. Students show increased AI use for learning, while faculty need structured development for responsible integration and ethical considerations.
Area of Science:
- Medical Education
- Artificial Intelligence
- Health Professions Education
Background:
- Generative artificial intelligence (AI) presents opportunities and challenges in medical education.
- Ongoing efforts integrate AI into the curriculum at Quillen College of Medicine.
- Focus on evolving student perceptions and faculty development initiatives.
Purpose of the Study:
- To track shifting student attitudes toward AI in medical education.
- To assess the impact of faculty development workshops on AI integration readiness.
- To understand the evolving needs for AI training in medical schools.
Main Methods:
- Utilized a previously published satisfaction instrument to track student attitudes.
- Compared AI usage and perceptions between 2025 and 2026 cohorts.
- Developed and implemented a multi-dimensional framework and workshops for faculty development.
Main Results:
- Incoming students showed increased AI awareness but prioritized independent clinical skills.
- Student AI use for active learning, like practice question generation, increased significantly.
- Faculty workshops improved confidence and engagement, highlighting needs for hands-on training and prompt engineering skills.
Conclusions:
- Sustained, flexible, and mission-aligned faculty development is crucial for AI integration.
- Equipping educators and learners with responsible AI use skills is essential as AI becomes standard in practice.
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