“When you work in log odds, the distance between any two degrees of uncertainty equals the amount of evidence you would need to go from one to the other.” (Eliezer Yudkowsky, Rationality)
This is the goal of Probabilities have orders of magnitude
and also an intuitive way to understand that 100% certainty is infinite certainty.
Using log odds reveals the distance between uncertainties