Write an acitvation in the introduction. Maybe an ABCD (or AB) where students can guess.
And the problem statement can be improved, maybe in the format:
md"""
In other words:
- If you are sick, the test is accurate with $sensitivity_bond
- etc
"""
And maybe we can find an animation online about Bayes' rule