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.

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