Explanatory uncertainty refers to the degree of ambiguity or lack of clarity in understanding the causal mechanisms or reasons behind observed phenomena. It highlights the challenges in making definitive conclusions due to incomplete or conflicting information, often necessitating further investigation or the use of probabilistic models to better grasp underlying dynamics.