Table 2.
Results of moderator analyses at post-intervention assessment.
| Mental distress | Positive mental health | Resilience factors | ||||
|---|---|---|---|---|---|---|
| n/k | M(SMD) [95% CI], p | n/k | M(SMD) [95% CI], p | n/k | M(SMD) [95% CI], p | |
| Sociodemographic characteristics | ||||||
| Mean age | 74/132 | QM(1) = 1.98, p = 0.164 | 69/110 | QM(1) = 1.67, p = .0.201 | 40/57 | QM(1) = 0.00, p = 0.950 |
| Gender (% women) | 82/144 | QM(1) = 0.00, p = 0.978 | 74/121 | QM(1) = 0.17, p = .0.681 | 42/59 | QM(1) = 0.49, p = 0.486 |
| Population type (Military vs. University/College vs. Workplace) | ||||||
| Omnibus moderator test | 55/98 | QM(2) = 1.88, p = 0.163 | 47/72 | QM(1) = 0.06, p = 0.811 | 32/41 | QM(1) = 0.46, p = 0.638 |
| Delivery format (eHealth vs. mHealth vs. mixed) | ||||||
| Omnibus moderator test | 85/150 | QM(2) = 2.18, p = 0.120 | 77/123 | QM(2) = 2.27, p = 0.111 | 45/64 | QM(1) = 1.51, p = 0.233 |
| Theoretical foundation (CBT vs. Coping Literature vs. Mindfulness vs. Positive Psychology vs. mixed) | ||||||
| Omnibus moderator test | 56/101 | QM(4) = 1.19, p = 0.329 | 56/95 | QM(4) = 0.50, p = 0.734 | 37/56 | QM(4) = 0.84, p = .511 |
| Guidance | ||||||
| Unguided | 0.24 [0.16, 0.34], p < 0.001 | |||||
| Guided | 0.44 [0.25, 0.64], p < 0.001 | |||||
| Omnibus moderator test | 84/148 | QM(1) = 0.95, p = 0.332 | 77/123 | QM(1) = 2.72, p = 0.103 | 45/64 | QM(1) = 3.81, p = 0.058 |
| Intervention type (standalone vs. blended interventions) | ||||||
| Omnibus moderator test | 84/149 | QM(1) = 0.26, p = 0.610 | 76/122 | QM(1) = 0.02, p = 0.897 | 45/64 | QM(1) = 0.20, p = 0.653 |
| Degree of individualization (individualized vs. standardized) | ||||||
| Omnibus moderator test | 85/150 | QM(1) = 2.43, p = 0.123 | 77/123 | QM(1) = 2.25, p = 0.138 | 45/64 | QM(1) = 0.09, p = 0.769 |
| Intervention intensity | ||||||
| in weeks | 82/142 | QM(1) = 0.12, p = 0.729 | 77/123 | QM(1) = 0.98, p = 0.325 | 45/64 | QM(1) = 1.71, p = 0.198 |
| Improvement over time | ||||||
| Publication year | 85/150 | QM(1) = 0.86, p = 0.355 | 77/123 | QM(1) = 3.23, p = 0.076 | 45/64 | QM(1) = 0.39, p = 0.538 |
| Type of control group | ||||||
| No intervention/ waitlist | –0.30 [–0.39, –0.21], p < 0.001 | 0.38 [0.15, 0.60], p = 0.001 | ||||
| Low-intensity active control | –0.31 [–0.45, –0.17], p < 0.001 | 0.22 [0.04, 0.40], p = 0.019 | ||||
| High-intensity active control | –0.08 [–0.18, 0.01], p = 0.086 | 0.07 [–0.01, 0.15], p = 0.102 | ||||
| Omnibus moderator test | 85/150 | QM(2) = 6.51, p = 0.002* | 77/123 | QM(2) = 4.16, p = 0.019* | 45/64 | QM(2) = 0.18, p = 0.835 |
| COVID-19 context (before COVID-19 vs. during COVID-19) | ||||||
| Omnibus moderator test | 85/150 | QM(1) = 0.49, p = 0.488 | 77/123 | QM(1) = 1.12, p = 0.293 | 45/64 | QM(1) = 0.09, p = 0.763 |
| Small digital component (small digital component vs. other) | ||||||
| Omnibus moderator test | 84/149 | QM(1) = 0.51, p = 0.479 | 76/122 | QM(1) = 0.18, p = 0.675 | 45/64 | QM(1) = 0.22, p = 0.641 |
Note. As results were at high risk of being biased by single studies, we did not report on moderation tests when three or less effect estimates were available per subgroup.
QM(df) omnibus test for moderators, which follows approximately a χ2 distribution, df degrees of freedom, k number of effect estimates, SMD standardized mean difference, p value, 95% CI 95% confidence interval.
* highlights significant results at p < .05.