There is an assumption built into this question. It is that theories can be classified in a hierarchy, ‘mathematical’ ‘scientific’ ‘philosophical’, of decreasing intrinsic reliability. Many people take the existence of this hierarchy for granted, despite the fact that these judgements of comparative reliability depend entirely on philosophical arguments, arguments that classify themselves as quite unreliable!
