What's the difference between radial probability and probability density?
Probability density is probability per volume.  Probability density at a given point means probability per volume in the limit that the volume is infinitesimally small.

Radial probability distribution at a given radius is the probability per distance that the event occurs in a infinitesimally thin spherical shell at that radius. (The distance being the thickness of the shell).