I haven't taken any courses on circuits yet and only vaguely remember what I covered in intro. But here's what I think.
The potential of the battery and the current produced are both constant.
Since the only components are the battery and the resistor, the potential drop across the resistor must equal the potential provided by the battery. So the maximum value of R for which the circuit would "function" is when it is equal to the internal resistance.