Refutation texts are designed to facilitate the revision of inaccurate knowledge; however, studies have documented backfire effects wherein respondents become less accurate when exposed to a factual correction compared to another. Here, we explored whether epistemic emotions mediated knowledge revision or backfire processes when reading…

Prompting people to estimate climate change numbers before showing them the true value can shift learners' attitudes and conceptions. Yet, interventions created for such a learning experience are not easily accessible to the general public. The purpose of this preregistered study was to address this research gap by developing and testing an openly…

Texts presenting novel numerical data can shift learners' attitudes and conceptions about controversial science topics. However, little is known about the mechanisms underlying this conceptual change. The purpose of this study was to investigate two potential mechanisms that underlie learning from novel data: numerical estimation skills and…