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BACKGROUND Digital health services can serve as scalable solutions to address the growing demand of mental health care, yet more research is needed to better understand the association between engagement with care and improvements in subclinical outcomes. OBJECTIVE This study aims to fill this gap by studying the relationship between members’ engagement with the Ginger platform and changes in their psychological resilience. METHODS We conducted a retrospective observational study of 3,272 members who accessed Ginger, an on-demand mental health service, between January 2021 and November 2021. Each member completed the CD-RISC-10 questionnaire, a measure of psychological resilience, at baseline and then again during a 6 to 16 week follow-up window. Depression and anxiety symptoms (PHQ-9 and GAD-7) were also measured. Linear regressions were used to identify the association between engagement in Ginger’s multiple care modalities and changes in resilience. A moderator analysis was conducted to test whether clinical depression or anxiety at baseline is a moderator between engagement level and changes in resilience. RESULTS Of the 3,272 members, 82% reported low resilience at baseline. The mean change in resilience was 0.77 points (sd=5.50). Linear regression models show that age and census region do not predict changes in resilience; however, male members see larger improvements (coeff = 0.58, p < .05). Baseline mental health outcomes, including resilience and depression and anxiety symptoms, are stronger predictors of changes in resilience. Every point decrease in baseline resilience is associated with a 0.28 point increase in change in resilience (p < .01), and members with no or mild depression and anxiety at baseline saw a changes in resilience that were 1.44 points (p < .01) larger than their clinical counterparts. Engagement with the Ginger system predicted changes in resilience. Members who engaged with Ginger coaching, clinical services or both improved their resilience by 1.82, 1.55 and 1.40 points respectively (ps < .01) more than those who only engaged with Ginger content. Screening negative for moderate to severe depression and anxiety at baseline was associated with larger improvements in resilience (coeff= 1.30, p < .01); however, subclinical status was not shown to be a moderator for the association between level of engagement and changes in resilience. CONCLUSIONS Engagement with Ginger services was associated with improvements in resilience. Members who engaged with coaching or clinical care had significantly larger improvements compared to those who only engaged with self-guided content, regardless of whether a member screened positive for clinical depression or anxiety at baseline. |
