I guess ill give my two cents. Theories are attempts to explain available facts. Facts by themselves are useless, unless we tie them together in theories. Theories are what allow us to make predictions about what would happen in a different situation. the fact that you can observe an apple fall from a tree means nothing in the context of what would happen if you let go of a rock, or launched a rocket, etc, unless you tie those events together through the theory of gravity.
If facts emerge that seem to disagree with a given theory, the theory is modified to included those facts. after of course those "facts" are tested by the scientific community to prove that they are indeed observable phenomenon. Sometimes two competing theories emerge when different people look at a given set of facts. for example, mold grow on bread. theory 1: life spontaneously appears on any surface left out too long (the theory of spontaneous generation). theory 2: there is microscopic life in the air and when it lands on a suitable surface it grows to visible size (Germ theory). In this case each side produces experiments that try to negate the other theory, through predictions. Louis Pasteur predicts that if he boils one vial of liquid and not the other. the boiled one will not grow any life, while the non boiled one will. he disproves the life that appears on any surface left out too long. and his theory now allows predictions that you can boil liquids to prevent spoilage.
Of course you can still say "well life appears spontaneously on certain surfaces, but not all" but your theory is now useless because there is no way to make predictions of what happens in other situations. what surfaces? what situations? how do i prevent spontaneous generation of life? how do i cause it? The scientific community throws it out.
so my general point is that theories allow predictions based on facts. thus theories are more useful and carry more weight than any single fact. On the flip side, any statement that cannot allow predictions to be made about other situations is not an acceptable theory.