Answer: The mushrooms are growing because the tree stumps and roots are decomposing. Just brush or rake the mushrooms and dispose of them. New ones will probably appear each spring as long as the stumps and roots continue to decompose. There's really no way to stop them, short of grinding the stumps. I know they are unattractive, but the mushrooms are harmless.
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