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. 2023 Feb 27:1–48. Online ahead of print. doi: 10.1007/s10639-023-11635-6

Table 8.

Hypotheses testing results (Moderation Tests)

Hypoth Regression X + M → Y Int-I
X*M
Strong Effect Support
H6 Gender moderate p-value

R2 change

b = Effect

Yes Partially
VD → EoU

R2 = 0.112,

p < 0.05

R2 = 0.060,

b = -0.673*, p < 0.05

Male

R2 = 0.095

CE → EoU

R2 = 0.230,

p < 0.05

R2 = 0.041,

b = -0.605*, p < 0.05

Male

R2 = 0.255

H7

SMART Phone use moderate

CQ → EoU

R2 = 0.205,

p < 0.05

R2 = 0.038,

b = 0.490*, p < 0.05

Yes

R2 = 0.398

Yes Partially

Desktop use moderate

CQ → U

R2 = 0.219,

p < 0.05

R2 = 0.032,

b = -0.417*, p < 0.05

No

R2 = 0.276

Daily on internet moderate

CQ → U

R2 = 0.159,

p < 0.05

R2 = 0.039,

b = -0.390*, p < 0.05

1–3 h

R2 = 0.319

72.8% < 2.53

Weekly online study moderate

CQ → U

R2 = 0.414,

p < 0.05

R2 = 0.054,

b = -0.417*, p < 0.05

1–2 h

R2 = 0.318

68.9% < 2.76

* Correlation is significant at the 0.05 level (2-tailed)