Table 3.
Specific indirect effects for indirect pathways based on bias-corrected bootstrapped estimates (Specific smartphone use time as mediators)
Specific indirect pathways tested | Bootstrapped estimates for indirect effects | |||
b | SE | 95% CI | β | |
Instrumental motivation → PSU | ||||
MPUT-Learning | −0.074 | 0.014 | [−0.103, −0.049] | −0.031 |
MPUT-Entertainment | −0.024 | 0.006 | [−0.039, −0.014] | −0.010 |
MPUT-Communication | −0.010 | 0.005 | [−0.022, −0.003] | −0.004 |
Self-expression motivation → PSU | ||||
MPUT-Learning | −0.138 | 0.025 | [−0.189, −0.093] | −0.048 |
MPUT-Entertainment | 0.024 | 0.012 | [0.004, 0.050] | 0.008 |
MPUT-Communication | −0.002 | 0.008 | [−0.018, 0.013] | −0.001 |
Hedonic motivation → PSU | ||||
MPUT-learning | −0.003 | 0.050 | [−0.113, 0.092] | −0.001 |
MPUT-Entertainment | 0.107 | 0.028 | [0.059, 0.169] | 0.028 |
MPUT-Communication | 0.063 | 0.022 | [0.029, 0.116] | 0.016 |
Social relationship motivation → PSU | ||||
MPUT-learning | −0.005 | 0.035 | [−0.070, 0.067] | −0.002 |
MPUT-Entertainment | −0.020 | 0.017 | [−0.057, 0.012] | −0.006 |
MPUT-Communication | −0.004 | 0.013 | [−0.029, 0.023] | −0.001 |
Note: Bolded indirect pathways were significant based on bias-corrected bootstrapped 95% confidence interval (CI). PSU, problematic smartphone use; MPUTL, smartphone use time for learning; MPUTE, smartphone use time for entertainment; MPUTC, smartphone use time for communication; b, unstandardized coefficient; SE, standard error; CI, confidence interval for the unstandardized coefficient; β, standardized coefficient.