Abstract: There exists limited theoretical guidance on integrating visualization and sonification. In this paper, we address this gap by investigating audiovisual semiotics for uncertainty representation: joining uncertainty visualization and sonification to combine audiovisual channels for enhancing users' perception of uncertainty. We conducted two preregistered crowd-sourced user studies. First, we assessed suitable audio/visual pairs. Then, we investigated audiovisual mappings of uncertainty. Here, we use probability as it is an easily communicated aspect of uncertainty. We analyzed the participants' preferences and reaction times in both user studies. Additionally, we explored the strategies employed by participants through qualitative analysis. Our results reveal audiovisual mappings that lead to particularly strong preferences and low reaction times. Furthermore, we found that preferred audio/visual pairs are not necessarily suitable audiovisual mappings of uncertainty. For example, while pitch paired with ... : Accepted to Audio Mostly 2025 [AM '25] ...
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