Table 2.
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | |
1. PSU | – | |||||||
2. MPUT-Learning | −0.08 | – | ||||||
3. MPUT-Entertainment | 0.06 | 0.67 | – | |||||
4. MPUT-Communication | 0.13 | 0.61 | 0.71 | – | ||||
5. Instrumental motivation | −0.22 | 0.14 | 0.02 | 0.00 | – | |||
6. Self-expression motivation | 0.10 | 0.21 | 0.14 | 0.09 | 0.25 | – | ||
7. Social relationship motivation | 0.09 | 0.15 | 0.12 | 0.09 | 0.25 | 0.49 | – | |
8. Hedonic motivation | 0.21 | 0.17 | 0.18 | 0.14 | 0.23 | 0.58 | 0.64 | – |
Covariates | ||||||||
Age | −0.03 | 0.04 | 0.20 | 0.16 | 0.09 | 0.05 | 0.03 | 0.07 |
Gender | −0.13 | −0.06 | −0.09 | −0.11 | 0.01 | −0.14 | −0.07 | −0.11 |
Grade | −0.05 | 0.08 | 0.19 | 0.14 | 0.08 | 0.04 | 0.02 | 0.07 |
Relationship | −0.08 | −0.13 | −0.10 | −0.15 | −0.01 | −0.17 | −0.05 | −0.12 |
Parent's age | −0.05 | 0.01 | 0.09 | 0.03 | 0.15 | 0.06 | 0.01 | 0.04 |
Educational level | −0.01 | 0.10 | 0.01 | −0.03 | 0.14 | 0.20 | 0.16 | 0.18 |
District location | 0.05 | 0.11 | 0.12 | 0.05 | 0.05 | 0.10 | 0.05 | 0.08 |
District type | 0.09 | −0.02 | 0.07 | 0.04 | −0.15 | −0.14 | −0.09 | −0.08 |
Family annual income | −0.01 | 0.12 | 0.17 | 0.02 | 0.22 | 0.12 | 0.16 | 0.17 |
Mean | 3.60 | 0.13 | 0.13 | 0.13 | 3.80 | |||
SD | 2.61 | 0.13 | 0.13 | 0.14 | 1.09 | |||
n | 7,292 | 3,420 | 6,556 | 4,397 | 7,292 |
Note: Bolded coefficients were significant at P < 0.05 (two-tailed) level; the factor scores of the latent variables were computed by adding the products of their corresponding items and the factor loadings of the items; PSU, problematic smartphone use; MPUT-Learning, smartphone use time for learning; MPUT-Entertainment, smartphone use time for entertainment; MPUT-Communication, smartphone use time for communication.