The COVID-19 pandemic has prompted an unprecedented global research effort to better understand this virus and to identify promising treatments. In this essay, the authors note that defining activities as public health surveillance has important implications, because such activities do not require further ethical oversight, informed consent, or protections for vulnerable persons or communities.