Comment by the_decider

There is a simple 100% precision algorithm for detecting non-poisonous mushrooms in the continental United States. Look under the cap; if its spongy it won't kill you. It it's not spongy (aka ruffled), it could be poisonous so toss it out. Yes, your edible mushroom recall might be slightly reduced, but you're guaranteed to not get poisoned.