Although the question is about GitHub flavored Markdown, I think it's worth mentioning that as of 2013, GitHub supports AsciiDoc which has this feature builtin. You only need to rename your file with a .adoc
extension and use:
A statement.footnote:[Clarification about this statement.]
A bold statement!footnote:disclaimer[Opinions are my own.]
Another bold statement.footnote:disclaimer[]