Far from being the sole mode of explaining, explanation in terms of – mostly probabilistic – causes has nourished a wide debate addressing diseases, what produces them and how. Focusing on causal explanations involves, in turn, getting deeper into conceptions of causation, modelling, and control, and presents a range of relevant issues for research