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. 2023 Jan 28;8(1):45–62. doi: 10.1007/s40894-022-00201-9

Table 5.

Results for the moderator analysis of the relation between problematic internet use and loneliness

Moderator variables No. Studies No. ES Mean r 95% CI t value (sig) F (df1, df2) Level 2 variance Level 3 variance
School grade 56 69 F (2, 66) = 0.548 0.004 0.017
 Secondary 24 25 0.234 (0.176, 0.300) 7.701***
 Undergraduate 28 40 0.262 (0.211, 0.325) 9.383***
 Others 4 4 0.304 (0.165, 0.463) 4.219***
Region 56 69 F (4, 64) = 2.807* 0.004 0.015
 East Asia 14 14 0.290 (0.224, 0.373) 7.989***
 West Asia 15 19 0.174 (0.102, 0.250) 4.748***
 South Asia 4 4 0.409 (0.274, 0.594) 5.415***
 Europe 13 16 0.243 (0.171, 0.325) 6.415***
 Others 10 16 0.273 (0.190, 0.370) 6.228***
Measure of PIU 56 69 F (2, 66) = 0.399 0.004 0.017
 IAT 21 22 0.268 (0.209, 0.342) 8.278***
 OCS 5 5 0.204 (0.065, 0.349) 2.912**
 Others 30 42 0.250 (0.200, 0.309) 9.337***
Publication year 56 69 0.001 (− 0.007, 0.010) 0.258 F (1, 67) = 0.067 0.004 0.017
Female 53 66 − 0.375 (− 0.740, -0.048) − 2.276 F (1, 64) = 5.180* 0.004 0.015

IAT Internet Addiction Test; OCS Online Cognition Scale

*p < 0.05; **p < 0.01; ***p < 0.001