Ok in that case people will have to guess distributions rather than intervals, then just compare the probability density at the price. If people want to do intervals, then they can use uniform distributions.
This sounds like a solid, sensible and fair solution.
Loved the illustrations too!
Edit: May be a bit cumbersome for each forecaster, but allows each forecaster to put as much work into it as he wants and still remains fair.