The question in climate change is not direction, but magnitude and variance. While most of physics does use 3-5 sigma tests due to a large number of experiments, climate science can not do the same.

Furthermore, we have significant evidence that climate scientists are motivated to protect their work against critics - just read the climategate emails. That's not how science should be done, and goes well beyond the replicability issues discussed here.