How do you quality check a Project Mangement Candidate?

Most of us have played both the roles of interviewer and interviewee. Interviewers at times(or most of the times) tend to interpret the situation from their own context, without following any objective goals. The discussion thread in linkedin here has some interesting thoughts and captures a realistic picture of interview process.