Shocked by the impact of online misinformation surrounding the COVID-19 pandemic, several researchers are launching efforts to survey scientists’ thinking on issues from vaccine safety to climate change. They hope that their projects will make scientific debate, and degrees of consensus, more visible and transparent, benefiting public conversation and policymaking. However, others suggest that these attempts might merely further politicize public debate.