Science is an exacting, meticulous process of continuously discovering that most of what we think we know about the universe is wrong, discarding it, and replacing it with something incrementally closer to the truth as measured by how much of the universe it manages to successfully and self-consistently explain.
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(part 2)
So, state of Newton's law? Still hanging in there, but it may be showing cracks.
Well, how about conservation of parity?
Oops. That one went totally out of the window in 1956, when experiments at NIST proved that parity was not conserved in beta decay of cobalt-60 nucleii. (http://physics.nist.gov/GenInt/Parity/expt.html) Junking conservation of parity actually laid the way for making a heck of a lot of physics a lot more consistent, and allowed a lot of major new work.
So, yeah. There will always be rigid thinkers who regard anything called a law as inviolable. But I think for every scientist who assumes without question that something must be incorrect or experimental error because it appears to violate what's believed to be a known physical law, there's another who thinks "How can I explain this phenomenon in a physically consistent way without violating this law?", and another who asks, "What if this law isn't entirely correct, or is actually wrong?"
I'd go so far as to suggest that these kind of questions are very much harder to ask if there is not an existing framework of believed-correct laws. If you have no physical laws that everything is believed to obey, then something that behaves differently than you've hitherto seen is just something that behaves differently. But if you have a law that says it shouldn't, then sooner or later, some scientist is going to look at it, see that it appears not to obey one or another law, and think "Huh, that's funny. I wonder what's going on there...?"
And that's how the majority of the most dramatic and interesting new discoveries happen. Someone, somewhere, says "Huh, that's funny..."
The most true statement I have heard
Laws are simply a hypothesis that has not been challenged successfully by new discoveries in a very long time. It doesn't make the law correct, but it does give it some staying power.
I would argue that an ideal standard, that is never met, is far better for science than an overly complex explanation and model. Something that is simpler is much easier to extrapolate from, providing predictions and directing experimental scientists in what to look for. (Lots of opportunities for a, "That's interesting..." moment.) Something that provides a great mathematical explanation, that is too complex to predict from, is useless to science. My favorite quote along those lines,