I feel awful. I really do. This is so simple yet somehow it's not getting through.
1. We don't really know anything. So let's all get that out there and get over it.
2. Some things we have a lot of examples of. Stuff like atoms, people, animals. Some things we have only one example of, like the climate. Those things that we have a lot of examples of, we can make better guesses about what might happen based on prior outcomes. Those that we don't, we can't.
3. In the past, over hundreds of years, we have examples of two types of science, science that speculates by applying rules about structure and theory to unobserved phenomenon, and science that has no idea how things work but can make lots of measurements and guess what might happen. The second kind of science has done much, much, much better than the first, for lots of reasons (too many to go into here) The structure/rule/extrapolation guys do best when it's only a degree or two of extrapolation (which is not true in climate science to any degree)
There's no double standard, because we're not taking the same thing and looking at it two different ways. We're taking many different things and looking at them many different ways. Which is the way it should be, right?
EDIT: The reason we know where Pluto will be in 9 years is that we've been watching the solar system for two thousand years. Plus we have solid observations about all the theory that goes into predicting where Pluto will be. We have observations. We have falsifiable theories. They both agree. That makes orbital dynamics about a zillion times different than, say, psychology. Different kinds of science are not all the same. There are important differences to understand. Medicine is not biology is not physics is not sociology is not climate science. This is NOT about argument from ignorance versus science. It's about the true nature of science, a very important thing to grok. sigh