Citizen science is a form of public participation in scientific research where volunteer members of the public and research scientists collaborate to address real world problems (Bonney et al., 2009(Bonney et al., , 2014Shirk et al., 2012). In the last decade, participatory research projects have grown in popularity with the public, with millions of people volunteering on projects every year (Bowser et al., 2020;Callaghan et al., 2019). Increasingly, scientists are using citizen science data in their research that spans biological conservation to mapping galaxies (McKinley et al., 2017;Shanley, 2020). Recently, the value of the volume, velocity, and variety of data created by non-specialist volunteers using personal mobile devices has also attracted the attention of public health researchers (Katapally, 2020;Wang et al., 2019). When it comes to pandemics,