 A variety of responses (reductionism to causal accounts, pluralism, monism) can be developed in reaction to the presence of non-causal scientific explanations (see Reutlinger 2017c for a discussion of the options). For instance, much work has been devoted to incorporating non-causal explanations into counterfactual theories of explanation (see Baron, Colyvan, and Ripley 2017; Bokulich 2008; Kistler 2013; Saatsi and Pexton 2013; Pexton 2014; Pincock 2015a; Rice 2015; Reutlinger 2016, 2018; Saatsi 2018; Jansson and Saatsi 2017; French and Saatsi 2018; Woodward 2018). 