It's an interesting exercise in measure to figure out what falls apart between a uniform distribution on [0,1] and the lack of one on [0, inf]. (Adding a point at infinity to compactify the set, which makes the two intervals topologically equivalent.)
To elaborate, the reason topological equivalence doesn't help here is because probability is defined in terms of measure spaces, not topological spaces.
