Dr. Saritas, 27, is one of tens of thousands of medical school students and graduates who will find out this month if they matched into residencies, the postgraduate training programs in the United States where doctors learn to specialize in a particular type of medicine, like dermatology or orthopedic surgery. The National Resident Matching Program uses an algorithm to determine where applicants are placed, based on their preferences and those of the residency programs.