In this document, http://www.state.gov/documents/organization/94675.pdf (scroll all the way to the bottom), it said that US citizens can chose to use their city of birth rather than the country. It also warns people who do it that they may be denied visas to other countries and also they may not be allowed in certain countries.

My question is, Has anyone did this before and have they run into such troubles?