Analyzes the challenges to using academic measures (MCAT scores and GPAs) as thresholds for medical school admissions and, for applicants exceeding the threshold, using personal qualities for admission decisions; reviews the literature on using the medical school interview and other admission data to assess personal qualities of applicants; identifies challenges of developing better methods of assessing personal qualities; and proposes a unified system for assessment. (EV)