Just a theory? In science that phrase gets things backwards
In everyday talk a theory is a hunch. In a laboratory it means almost the opposite: an explanation that has survived repeated testing, draws on many independent lines of support and keeps making predictions that come true. Evolution, cell theory and plate tectonics sit in that category, alongside the idea that Earth circles the Sun.
Scientists separate three things that casual speech blurs. A fact is an observation. A law describes a relationship, the way Newton's law of gravity lets you calculate the pull between two bodies without saying why that pull exists. A theory ties many facts together and explains them. Stephen Jay Gould stressed that these are not steps on a ladder of certainty; facts are the world's data, and theories are structures of ideas that interpret them.
To earn the label, an explanation must make testable predictions with consistent accuracy across a broad field, rest on multiple independent kinds of support rather than a single foundation, and match or beat whatever came before. An idea that predicts nothing observable, or predicts too vaguely to check, does not qualify. Researchers also favour theories that can be adjusted to absorb awkward new data and that stay economical, following Occam's razor, because simpler accounts are easier to test.
Albert Einstein sorted theories into two kinds. Constructive ones build a working picture of a phenomenon, as kinetic theory does for gases. Principle theories generalise from experience, like Newton's laws of motion. Usefulness does not demand perfection: chemistry has several acid-base theories that explain acids very differently, yet all help predict how compounds behave.
No theory is ever proven beyond doubt, since a future experiment could always contradict it. Richard Feynman put it memorably: however elegant the idea and however clever its author, disagreement with experiment makes it wrong. When a surprising result appears, researchers first check the experiment, then seek independent replication, and only then refine the theory. The United States National Academy of Sciences notes that some theories are so solid no new finding is likely to overturn them, and the American Association for the Advancement of Science calls evolution as factual as the atomic theory of matter.
Source: Scientific theory