“…Even though scientific argumentation is conducted via written and spoken language, visual representations can improve the clarity and communicability of evidence‐based arguments (Spiegelhalter, Pearson, & Short, ). However, the role of visual representations in scientific argumentation remains poorly understood (Kerkhoven, Russo, Land‐Zandstra, Saxena & Rodenburg, ), mainly because most research has examined students' conceptual understandings of images instead of their use of images as tools in epistemic practices like scientific argumentation (Evagorou & Erduran, ). Moreover, most studies that have investigated the use of images in science learning have manually and qualitatively characterized small samples of images (eg, Spiegelhalter, Pearson, & Short, ).…”