title: Order in the absence of an effect: Identifying rate-dependent relationships.
abstract: The heterogeneity of group data can obscure a significant effect of an intervention due to differential baseline scores. Instead of discarding the seemingly heterogeneous response set, an orderly lawful relationship could be present. Rate dependence describes a pattern between a baseline and the change in that baseline following some intervention. To highlight the importance of analyzing data from a rate-dependent perspective, we (1) briefly review research illustrating that rate-dependent effects can be observed in response to both drug and non-drug interventions in varied schedules of reinforcement in clinical and preclinical populations; (2) observe that the process of rate-dependence likely requires multiple parts of a system operating simultaneously to evoke differential responding as a function of baseline; and (3) describe several statistical methods for consideration and posit that Oldham's correlation is the most appropriate for rate-dependent analyses. Finally, we propose future applications for these analyses in which the level of baseline behavior exhibited prior to an intervention may determine the magnitude and direction of behavior change and can lead to the identification of subpopulations that would be benefitted. In sum, rate dependence is an invaluable perspective to examine data following any intervention in order to identify previously overlooked results.
authors.affiliation: Addiction Recovery Research Center, Virginia Tech Carilion Research Institute, 2 Riverside Circle, Roanoke, VA 24016, USA.
authors.forename: Sarah E
authors.initials: SE
authors.lastname: Snider
authors.affiliation: Addiction Recovery Research Center, Virginia Tech Carilion Research Institute, 2 Riverside Circle, Roanoke, VA 24016, USA.
authors.forename: Amanda J
authors.initials: AJ
authors.lastname: Quisenberry
authors.affiliation: Addiction Recovery Research Center, Virginia Tech Carilion Research Institute, 2 Riverside Circle, Roanoke, VA 24016, USA. Electronic address: wkbickel@vtc.vt.edu.
authors.forename: Warren K
authors.initials: WK
authors.lastname: Bickel
mesh_terms: D000818:Animals; D003216:Conditioning, Operant / Q000187:drug effects*; D003627:Data Interpretation, Statistical; D006801:Humans; D012055:Reinforcement Schedule; D012054:Reinforcement, Psychology
keywords: Baseline; Data analysis; Intervention; Oldham; Rate dependence