For an intrinsic probability density function , the law of total probability averages the conditional density from part c. An object observed with ratio can only have , so
This is an Abel transform of . Its normalization follows by reversing the order of integration and using .
With
the factor cancels from the Abel transform:
Hence
This probability density function is normalized and again favors rounder projections.
For an ordinary intrinsic density, inversion of the Abel transform gives
If , the integral is for every , so its derivative vanishes. The missing probability is an endpoint atom: all systems must be infinitely thin,
Indeed, putting directly into part c gives . Thus a uniform apparent-axis-ratio distribution corresponds to a Dirac delta distribution of ideal zero-thickness disks, rather than to a regular intrinsic density.