Do applicants need to have a dissertation topic picked out by the time they apply?

No, it is actually preferred to come into the program with no thorough plan prepared. This process of deciding on research questions that are important to the field, in addition to, especially at JSP, policy and law is one of the most important aspects to a Ph.D. program.