How can I do a better job of screening applicants?

Q. I constantly run into this problem: I prescreen a candidate who seems like a perfect fit for the job description. But when I send the person to the hiring manager for an interview, I’m told to keep looking for someone better. This is frustrating to the managers, the applicants and me. Any suggestions on how I can improve my screening?