To encourage subjects to participate in clinical and behavioral HIV studies, researchers often offer incentives such as cash or gift cards. But such remuneration could distort the sampling and end up inadvertently hurting the research findings. Lured by the incentives, participants could easily conceal information about themselves to qualify. Or...