A citizen-science Feed exposure study that creators, students, and classrooms can run without bots, purchased engagement, or accusations of censorship.

UVLM examines whether coordinated fake followers or subscribers could suppress creators on LinkedIn and YouTube, and proposes tests, safeguards, and due process."