The docstring says:

Unlike ‘this-command-keys’, this function’s value

does not include prefix arguments.

However, the function ‘this-command-keys’ also does not seem to return prefix arguments. I tested this by evaluating the following code and then typing C-u C-F3. (the output is just [C-f3])