Personalized Approach to Healthy Use and Recovery (PATH) Trial

Substance use disorders (SUDs) are very common in Veterans, with 1 in 3 Veterans meeting criteria for a SUD each year. SUDs typically occur in the context of other comorbid conditions, such as depressive disorders, post-traumatic stress disorder (PTSD), or anxiety disorders. For Veterans who have comorbid conditions and SUD, treatment outcomes are worse than those who have SUD only. The investigators propose that the factors leading to poor SUD treatment outcomes in this population are not adequately understood and, based on preliminary research, vary widely by individual. The investigators propose to measure SUD and comorbid symptoms multiple times daily in Veterans with SUD to characterize the connections between SUD and comorbid conditions for each individual. N = 74 Veterans with SUD will complete personalized 4-week ecological momentary assessment (EMA) protocols measuring SUD and comorbid symptoms, as well as personalized items relevant to each Veteran's presentation. Personalized models will be estimated from each Veteran's EMA data using causal discovery analyses. Veterans will be randomized to either intervention or control groups. The intervention group will receive their personal causal models along with an hour-long clinical feedback session based on their model. The investigators will also attempt to integrate the models into any ongoing treatment and deliver follow-up reminders of key insights from their models to the intervention participants throughout the remainder of the study. Follow-up measures will assess the impact of receiving this personalized intervention. A subset of N = 24 Veterans who were in the intervention group will be invited to share their feedback on the acceptability, relevance, and usefulness of the EMA protocol, personal models, and clinical feedback, as well as thoughts on the factors that support recovery versus problematic substance use. Specific aims are: 1) to identify the momentary causes of substance use and urges for Veterans with SUD, both individually and as a group, 2) Examine the clinical impact of receiving personal causal models of substance use and urges, and 3) Refine the personal causal models and clinical feedback to improve acceptability and relevance to Veterans. This project will advance understanding of day-to-day maintenance mechanisms for problematic substance use in Veterans with SUD. This study will create causal models of substance and comorbid symptoms at the individual level and test the impact of receiving clinical feedback based on these models. Aims will be accomplished through a training plan that involves conducting VA clinical trials, using causal discovery, and using qualitative analyses to leverage feedback from participants.