I see it as the opposite. The "fuzzy thinking of surface appearances" are explained when science actually looks at the mechanisms that drive life on planet Earth. But how are they evaluating what they see? I observe science as contemplating what "might be" or "could be" an explanation for these things, and then testing their ideas with pre-conceived ideas about how they should interpret their findings to fit neatly into the box that they created with their 'toothpicks'. It doesn't seem to matter that their foundation is full of holes.
What they have built on those 'toothpicks' is impressive, by sheer volume alone, but if their first premise is flawed, then to my way of thinking, I would never buy an impressive looking mansion built on such a flimsy foundation. I love science and its excursions into natural systems, but when it goes outside of what is real and ventures into pure unsubstantiated speculation, then that is a different story. You can't use what is, to mask suggestions for what isn't.
Interpretation is everything in any belief system.....evolutionists deny that they have one, but when you understand how much in this theory rests on pure assertion and suggestion and faith in the way scientists interpret their evidence, then that should be enough to seriously question the foundation of it. We also have to accept that science is the first to tell us that they have no proof for anything they assert. If they have no proof then that requires belief.
That, to my way of thinking, leads us all to accept either one 'belief system' or another. That is the real choice IMO, but scientists will strongly refute that and still maintain that evolution has to be true.....not because they can actually prove what they teach, but because the alternative is unthinkable.