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. 2026 Apr 25;14:836. doi: 10.1186/s40359-026-04604-4

Table 3.

Latent moderated mediation analysis (N = 1,176)

β z SE 95% CI
Mediator variable model predicting Shyness
 Gender 0.082** 3.088 0.027 [0.029, 0.135]
 Grade −0.095** −3.588 0.026 [−0.146, −0.044]
 PEL 0.066* 2.411 0.027 [0.013, 0.119]
 PPC 0.091* 2.427 0.038 [0.017, 0.165]
 TSR −0.604** −17.992 0.034 [−0.671, −0.537]
 PPC × TSR 0.072* 2.231 0.032 [0.009, 0.135]
Dependent variable model predicting PSU
 Gender −0.081* −2.675 0.030 [−0.140, −0.022]
 Grade 0.173** 5.888 0.029 [0.116, 0.230]
 PEL 0.057* 2.009 0.028 [0.002, 0.112]
 PPC 0.261** 6.060 0.043 [0.177, 0.345]
 shyness 0.327** 7.900 0.041 [0.247, 0.407]
Conditional effect Effect SE LLCI ULCI
M − 1SD 0.007 0.020 −0.032 0.046
M 0.034 0.015 0.005 0.063
M + 1SD 0.062 0.019 0.023 0.099
Index of moderated mediation 0.027 0.013 0.002 0.052

Conditional indirect effects were tested via the Delta method, as numerical integration in latent moderated mediation precludes the use of bootstrapping

PPC parental psychological control, TSR teacher–student relationship, PSU problematic smartphone use, PEL parental educational level

CI = confidence interval. *p < 0.05(two-tailed). **p < 0.01(two-tailed). All βs are standardized coefficients