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• The growing success and take-up of citizen science needs to be accompanied by increased reflexiveness in the field.• Social science and humanities research shows that citizen science has a broad history and brings important alternative perspectives on the relationship between science and society.• Better collaboration between citizen science and the social sciences and humanities, especially Science and Technology Studies (STS), should be facilitated to the benefit of all parties.