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IMPACT: A Generative AI Prompt Framework for Scaling Instructional Video Design
Mohit Gupta1, Jake Aumeier1, Smrithi Upadhyayula1
1UT Southwestern Medical Center, Dallas, TX USA.
Medical Science Educator
|September 18, 2026
Abstract:
Generative AI can transform lectures into asynchronous learning materials, but pedagogical quality depends on rigorous prompt engineering. We developed IMPACT, a six-component prompt-engineering framework, and applied it to design a six-stage video pipeline. Trainee-faculty co-creation produced 22 pre-clerkship hematology videos and was associated with positive trainee contributor perceptions.
Supplementary Information:
The online version contains supplementary material available at https://doi.org/10.1007/s40670-026-02784-7.
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