Table 4.
An Illustrative Example of Incorporating Multiple Contextual Factors
Study Design • Randomized controlled trial comparing mindfulness-based relapse prevention (MBRP) and twelve-step facilitation (TSF) in the treatment of substance use disorder • Participants complete EMA measures via smartphones for a 2-week period immediately before treatment and then again immediately after treatment • Participants are prompted to answer a set of questions on their smartphone on a quasi-random basis 5 times per day, with one randomly scheduled prompt in each of five 3-hour time periods from 8:00AM to 10:00PM. • Substance use will be measured via smartphones during treatment and at 3 months following the completion of treatment. |
EMA Items for each prompt: • Urge → “Right now, how strong is your urge to drink/use?” (0 = none/minimal, 4 = very strong) • Substance Use Availability → Right now, are you in a situation where BOTH of the following are true: you can get access to alcohol/drugs and it would be possible to actually drink/use if you decided to? (0 = No, 1 = Yes) • Urge-Specific Self-Regulation → Please indicate whether you did any of the following since the last recording to STOP YOURSELF FROM USING DRUGS OR DRINKING HEAVILY WHEN YOU HAD AN URGE: (0 = No, 1 = Yes) Display items on self-regulation skills emphasized in TSF (seeking social support and stimulus control) and items on self-regulation skills emphasized in MBRP (emotional awareness and acceptance) |
Analytic Strategy • Use multilevel modeling where assessment prompts (Level 1) are nested within person (Level 2) • Only use data from prompts in which urge is 1 or greater and substances are available (i.e., answered yes to substance use availability question). • Moderator variable # 1: Percent substance users in social network (“percent users in network”) • Moderator variable # 2: Psychiatric severity • Conduct double moderated mediation analyses which test the following path: Treatment X percent users in network X psychiatric severity → momentary self-regulation → momentary substance use (i.e., the three-way interaction among treatment, percent user in network, and psychiatric severity predicts momentary self-regulation, which in turn predicts momentary substance use) |
Hypotheses: • Among individuals with high psychiatric severity and a low to moderate percentage of users in network, the use of self-regulation skills emphasized in MBRP (emotional awareness and acceptance) during urge episodes will mediate the effect of receiving MBRP on momentary substance use • Among individuals with high percentage of users in network and low to moderate psychiatric severity, the use of the self-regulation skill emphasized in TSF (seeking social support and stimulus control) will mediate the effect of receiving TSF on momentary substance use |