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Understanding What Drives Long-term Engagement in Digital Mental Health Interventions: Secondary Causal Analysis of the Relationship Between Social Networking and Therapy Engagement

Understanding What Drives Long-term Engagement in Digital Mental Health Interventions: Secondary Causal Analysis of the Relationship Between Social Networking and Therapy Engagement

This is a new methodology that extends beyond existing CCM methods and was adapted from that of Van Berkel and colleagues [17]. CCM is a core component of the EDM approach, which is a set of methods designed to characterize and test causality in complex dynamic systems, such as users interacting with technology over time [17]. CCM was developed for use with time series data to distinguish causality from correlation [26].

Shaunagh O'Sullivan, Niels van Berkel, Vassilis Kostakos, Lianne Schmaal, Simon D'Alfonso, Lee Valentine, Sarah Bendall, Barnaby Nelson, John F Gleeson, Mario Alvarez-Jimenez

JMIR Ment Health 2023;10:e44812