That's a decent explanation. I always thought of it in terms of perspective: When the moon is next to the horizon you can see it next to trees and houses and whatever you are looking at, it gives you a reference point, but when the moon is far from the horizon it's just in the wide open empty sky. That's why putting your thumb next to the moon breaks the illusion, because it's a common reference point.
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