Snowyowl comments on Frugality and working from finite data - Less Wrong
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Either there is more than one "scientific method", it isn't really a method, or science doesn't actually follow the scientific method (and therefore, cannot be justified by that method).
http://en.wikipedia.org/wiki/Scientific_method
I think your third idea is right: science cannot be used to justify its own fundamental principles. For one thing, that argument would be very circular.