Is YouTube's Content ID System Leading To False Copyright Claims?

We’ve heard the stories about people’s YouTube videos being tagged for copyright violations because someone in the background is playing a song that’s recognizable to some automated system that scans online videos. But certainly no one can come after you for the barely audible sound of birds, right?