I scheduled a mock interview with a doctor I work with and know well, and they told me not to dress up. So I just wore khakis, business casual shoes, and an america-eagle-type dress shirt that wasn't tucked in. It depends on how well you know your interviewer and/or what their expectations are. When in doubt, dress up.