Orange Exclamation Points on Desktop Icons

What do they mean and how do I get rid of them? They seem to indicate an error or warning but how do I find out what?

They are for applications that you have added but haven’t run yet. When you run one you will get a pop-up asking if you are sure you want to run it and the exclamation point will be cleared.