“…Criteria for establishing a mechanism are (1) strong associations, (2) specificity in the association between a behavior change ingredient and a mechanism and the associations between the mechanism and outcome(s) of interest (i.e., a and b paths, respectively, in Figures 1 and 2), (3) a gradient (i.e., dose response), (4) temporal relations (i.e., intervention affects the mechanism, which affects the outcomes), (5) consistency, or replication, of associations, (6) experimental designs, and (7) plausibility and coherence of the proposed mechanism (Hill, 1965; Kazdin & Nock, 2003). Prior reviews of studies examining why AUD interventions result in behavior change note that most studies examined mediators rather than mechanisms (Magill et al., 2020; Meisel et al., 2022).…”