Flipped Assessment Using AI in Medical Education
Excellent Educator, Volume: 3, Issue: 2, Page: 8
Summary
Academic Insights
- Students can use GenAI to generate and critique practice exam questions.
- Confidence increases when AI use is guided and structured.
- Quality control drives deeper learning and metacognition.
- AI supports formative learning more than summative assessment.
- Institutional clarity is essential for responsible adoption.
Apply This Now
Let students build practice questions using AI with validation steps.
Add This in Your Lesson
Include peer review of AI-generated questions.
Avoid This Mistake
Assuming AI-generated questions are automatically accurate.
Keywords
Medical education; Flipped assessment; GenAI; Formative learning
Source/Citation
Birks, S., Gray, J., & Darling-Pomranz, C. (2025). Using artificial intelligence to provide a “flipped assessment” approach to medical education learning opportunities. Medical Teacher, 47(8). https://doi.org/10.1080/0142159X.2024.2434101
Excellent Educator. (2026). Flipped Assessment Using AI in Medical Education. Excellent Educator, 3(2),8.
