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When that unfortulate mother attempted to make a political statement by coaching her child to ask Rick Perry why he didn't believe in Science, she made a critical error. Science isn't something you can believe in. Science is not a system of belief. Science is a system of doubt.
I'm about as geeky as anyone can be about science. I read science literature for fun. I memorize physical constants. I give impromptu science lectures to anyone who will listen. I'm a science nut. But all that scientific study has taught me something very important about science itself. Every scientific theory is wrong.
Is the Earth flat? Of course not. We know it's round. But to a hunter-gatherer on the plains, fifty-thousand years ago, the theory that the Earth was flat was quite reasonable and backed up by a lot of experimental evidence. To a very large degree the Earth _is_ flat. It requires some pretty difficult measurements, and some sophisticated reasoning to tease out the roundness from all the evidence of flatness.
But eventually we realized that the Earth is round. Is it a sphere? That's a reasonable theory, but it's wrong. The Earth is _nearly_ spherical, but deviates from that standard in both random and systematic ways.
Does the Sun circle the Earth as Aristotle said, or does the Earth circle the Sun as Copernicus? Neither of those men had any good way to tell. They had beliefs, but no evidence. It was only when Gallileo studied the phases of Venus that the matter could be settled. In any case, once you look further you realize that they were all wrong. The shape of the motion is not a circle. It's close, but not quite. It's not an elipse either. Again, close, but not quite.
f=ma. No it doesn't. Oh to a very large degree it does, but we know that at large velocities, or in strong gravitational fields there are differences. I am confident enough in f=ma to trust my life to it. But I also know that it's subtly wrong.
E=mc^2. Nope. Oh it's close, but at the quantum level, we just know this is wrong. I trust it enough to follow the guidance of my GPS (did you know that GPS depends strongly on both Special and General Relativity) but I also know that it's subtly wrong.
E=hv. Nope. Quantum mechanics may be our most accurate of theories, but we know it's subtly wrong.
And here's the real kicker. We learn the _most_ when we are wrong. So scientists are constantly _hoping_ that they are wrong. Because when we are wrong about a theory, like f=ma, we discover something wonderful and new like relativity. When we are wrong about E=hv, we discover something grander and more general like String Theory.