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. 2021 Apr 16;12:647386. doi: 10.3389/fpsyt.2021.647386

Table 4.

Hierarchical regression analysis predicting Problematic Social Media Use (PSMU).

Model Model 1 Model 2 Model 3 Model 4
B SE β t B SE β t B SE β t B SE β t ΔR2 RAdj2
Block 1—Socio-demographics [F(6, 5, 504) = 10.38; p < 0.001] 0.01 0.01
Age −0.14 0.04 −0.05 −3.55** −0.15 0.04 −0.06 −3.75** −0.13 0.04 −0.05 −3.18* −0.13 0.04 −0.05 −3.61**
Gendera 0.05 0.14 0.01 0.35 0.11 0.14 0.01 0.80 0.07 0.14 0.01 0.50 −0.24 0.13 −0.03 −1.91
Educational levelb −0.42 0.17 −0.04 −2.51 −0.43 0.17 −0.04 −2.60 −0.56 0.17 −0.05 −3.37* −0.25 0.15 −0.02 −1.74
Family typec −0.13 0.16 −0.01 −0.82 −0.07 0.16 −0.01 −0.45 0.20 0.16 0.02 1.25 0.20 0.14 0.02 1.38
Socioeconomic status (SES)d 0.11 0.09 −0.04 −2.76 −0.24 0.09 −0.04 −2.53 −0.27 0.09 −0.04 −2.89 −0.16 0.08 −0.03 −1.99
Residenced 0.71 0.14 0.07 4.96** 0.62 0.14 0.06 4.33** 0.50 0.14 0.05 3.53** 0.20 0.13 0.02 1.56
Block 2—Lifestyle factors [F(10, 5, 500) = 12.30; p < 0.001] 0.01 0.02
Physical exercisef 0.83 0.13 0.08 6.20** 0.50 0.14 0.05 3.60** 0.20 0.12 0.02 1.59
Sleeping hoursg −0.25 0.12 −0.03 −2.14 −0.29 0.12 −0.03 −2.54 −0.32 0.10 −0.04 −3.12*
Smoking habitsf −0.66 0.23 −0.04 −2.87 −0.40 0.23 −0.03 −1.76 0.15 0.20 0.01 0.75
Alcohol consumptionf −0.74 0.39 −0.03 −1.89 −0.87 0.39 −0.03 −2.24 −1.06 0.34 −0.04 −3.09*
Block 3—Home quarantine regular/frequent activities [F(15, 5, 495) = 17.81; p < 0.001] 0.02 0.04
Studyf 0.89 0.15 0.08 5.81** 0.12 0.14 0.01 0.90
Social media usef −2.22 0.24 −0.12 −9.11** −1.70 0.22 −0.10 −7.89**
Watching televisionf −0.33 0.19 −0.02 −1.79 −0.46 0.17 −0.03 −2.77
Household choresf 0.09 0.16 0.01 0.55 −0.12 0.14 −0.01 −0.80
Earning activitiesf 0.36 0.16 0.03 2.29 0.14 0.14 0.01 0.99
Block 4—Psychological well-being [F(17, 5, 493) = 110.44; p < 0.001] 0.21 0.25
Anxietyh 1.92 0.16 0.18 11.90**
Depressionh 3.44 0.15 0.34 22.88**

B, unstandardized regression coefficient; SE, standard error; β, standardized regression coefficient.

a

1 = Male, 2 = Female.

b

1 = College, 2 = University.

c

1 = Nuclear, 2 = Joint.

d

1 = Lower, 2 = Middle, 3 = Upper.

e

1 = Rural, 2 = Urban.

f

1 = Yes, 2 = No.

g

1 = <7 h, 2 = 7–9 h, 3= >9 h.

h

1 = Negative, 2 = Positive.

*

p < 0.003 and

**

p < 0.001.