Create random double, unified over whole range of valid doubles

There is Best way to generate a random float in C# for float, and Generating a Random Decimal in C# for decimal, however, there is no question for double yet which covers "the full range of double".

How to properly generate a random double with a uniform distribution over all valid (i.e., non-NaN/infinite/...) values?