Table 2.
Model comparisons
| Model |
a |
b |
c |
d |
e |
f |
g |
|---|---|---|---|---|---|---|---|
| Intense + problematic SMU fixed |
a + random slope intense SMU |
b + random slope problematic SMU |
c + intense SMU × country prevalence intense SMU |
d + intense SMU × country prevalence problematic SMU |
e + problematic SMU × country prevalence intense SMU |
f + problematic SMU × country prevalence problematic SMU |
|
| Free parameters | 18 | 20 | 22 | 23 | 24 | 25 | 26 |
| Mental well-being | |||||||
| M1. Life satisfaction | |||||||
| AIC | 616143.1 | 616075.3 | 616026.6 | 616002.8 | 616004.8 | 616005.3 | 616004.8 |
| BIC | 616322.2 | 616274.3 | 616245.6 | 616231.7 | 616243.6 | 616254.1 | 616263.6 |
| u1j | .011 | .010 | .002 | .002 | .002 | .002 | |
| u2j | .033∗∗ | .034∗∗ | .034∗∗ | .031∗∗ | .028∗∗ | ||
| M2. Psychological complaints | |||||||
| AIC | 430895.9 | 430807.2 | 430730.0 | 430723.3 | 430723.9 | 430724.2 | 430724.2 |
| BIC | 431075.0 | 431006.3 | 430948.9 | 430952.2 | 430962.7 | 430973.0 | 430983.0 |
| u1j | .005∗∗ | .005∗∗ | .003∗∗ | .003∗∗ | .003∗∗ | .003∗∗ | |
| u2j | .013∗ | .013∗ | .013∗ | .012∗ | .011∗ | ||
| School well-being | |||||||
| M3. School satisfaction | |||||||
| AIC | 383871.5 | 383805.0 | 383745.5 | 383747.5 | 383747.2 | 383748.9 | 383750.8 |
| BIC | 384050.7 | 384004.0 | 383964.4 | 383976.4 | 383986.0 | 383997.7 | 384009.5 |
| u1j | .002∗∗ | .002∗∗ | .002∗∗ | .002∗∗ | .002∗∗ | .002∗∗ | |
| u2j | .007∗∗ | .007∗∗ | .007∗∗ | .007∗∗ | .007∗∗ | ||
| M4. Perceived school pressure | |||||||
| AIC | 399668.6 | 399615.8 | 399546.0 | 399548.0 | 399549.6 | 399547.8 | 399549.3 |
| BIC | 399847.7 | 399814.9 | 399764.9 | 399776.8 | 399788.4 | 399796.6 | 399808.0 |
| u1j | .002∗ | .002∗ | .002∗ | .002∗∗ | .002∗∗ | .002∗∗ | |
| u2j | .012 | .012 | .012 | .010 | .010 | ||
| Social wellbeing | |||||||
| M5. Family support | |||||||
| AIC | 597242.9 | 597185.1 | 597172.6 | 597159.2 | 597158.8 | 597160.7 | 597158.6 |
| BIC | 597422.1 | 597384.1 | 597391.5 | 597388.1 | 597397.6 | 597409.5 | 597417.4 |
| u1j | .009∗∗ | .009∗∗ | .004∗ | .003∗ | .003∗ | .003∗ | |
| u2j | .012∗ | .012∗ | .012∗ | .012∗ | .009∗ | ||
| M6. Friend support | |||||||
| AIC | 597587.5 | 597504.2 | 597495.2 | 597485.3 | 597484.8 | 597486.7 | 597480.0 |
| BIC | 597766.6 | 597703.2 | 597714.1 | 597714.1 | 597723.6 | 597735.5 | 597738.8 |
| u1j | .012∗∗ | .012∗∗ | .007∗ | .006 | .006 | .006 | |
| u2j | .009 | .009 | .009 | .009 | .006 | ||
Boldface AIC and BIC denote the lowest row values; Italics denote the models that were selected as final models for model interpretation.
SMU = social media use; u1j = slope variance intense SMU; u2j = slope variance problematic SMU.