Well, my whole point was that there really is no difference between scientific theory and science fact. To whatever extent we draw a distinction between them, it's a matter of humans drawing an arbitrary line of certainty rather than a theory crossing some magic line to finally become "fact." I think mental_avenger does get this, as he referred to what is "accepted" as scientific fact rather than what "is" scientific fact*.
For a physicist, every scientific proposition - be it classical mechanics, quantum mechanics, or some highly speculative theory - has associated with it a rough probability of being right. For classical mechanics (within its domain of validity), that probability is probably p=1-10^N for some very large N (i.e., p=0.99999999....). I'd imagine for things like quantum and GR, most physicists would probably put the likelihood of at least the fundamentals of these theories being right as something higher than 0.99 as well (for example, I think given the rash of experimental evidence, there is less than a 1/100 chance that a theory like quantum mechanics is just completely wrong).
At what point does theory become fact? 0.9? 0.99? 0.99999? Really the answer is we can only call something proven fact when the probability of it being right is 1, but unfortunately we can never get to that point in physics. p=1 is solely the domain of math
So we get to put an arbitrary dividing line, usually around 0.99 or something. But that's at our whims; there's no objective answer as to when a theory becomes fact.
Side note: the standard model of cosmology doesn't need to know what dark matter and dark energy are made of to be able to make predictions. We know how a cosmological constant works, and we know more or less how cold non-baryonic dark matter works. They're falsifiable, and ideas that have been borne out to a degree by experiment.
*Obviously scientific facts exist. Some things about the Universe are true, and some are false. Also, according to the Universe there
are no theories, only facts. Theories are our attempts to approximate the facts of the Universe, and some of them are closer to the truth than others.