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Governments can deploy non-traditional approaches to science, technology and innovation policy making that draw on society’s collective intelligence to find solutions to the COVID-19 crisis. Tools such as innovation prizes, prediction markets, and open-source solutions have shown value and are well-suited to immediately respond to the crisis.