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. 2021 Sep 15;10(3):731–746. doi: 10.1556/2006.2021.00052

Table 4.

Results of mixed-effect models in explaining the association between COVID-19-related distress and problematic internet use

Coefficient (SE)
SABAS BSMAS IGDS9-SF
Group 1 (VIF from 1.01 to 2.39)
Age 0.002 (0.043) −0.011 (0.024) 0.008 (0.021)
Gender (Ref: boys) 0.002 (0.053) 0.004 (0.038) −0.052 (0.034)
Current sick (Ref: no) 0.138 (0.096) 0.194 (0.096)* 0.067 (0.037)
Worry concerning COVID 0.000 (0.016) 0.013 (0.011) −0.002 (0.006)
Time (Ref: Time 1) −0.506 (0.103) *** −0.176 (0.068)* −0.093 (0.047)
Worry concerning COVID *Time
FCV-19S*Time
−0.046 (0.027)
0.304 (0.086) **
−0.027 (0.017)
0.144 (0.057)*
−0.016 (0.012)
0.128 (0.042)**
Group 2 (VIF from 1.01 to 2.22)
Age 0.024 (0.034) 0.004 (0.026) −0.016 (0.071)
Gender (Ref: boys) −0.034 (0.055) −0.049 (0.041) −0.027 (0.037)
Current sick (Ref: no) −0.160 (0.157) −0.087 (0.107) −0.019 (0.071)
Worry concerning COVID 0.033 (0.018) 0.034 (0.014) 0.014 (0.009)
Time (Ref: Time 1) −0.199 (0.104) 0.139 (0.078) 0.049 (0.006)
Worry concerning COVID *Time
FCV-19S*Time
−0.039 (0.027)
0.188 (0.061) **
−0.034 (0.021)
0.106 (0.049)*
−0.020 (0.016)
0.111 (0.048) *
Group 3 (VIF from 1.09 to 2.49)
Age −0.072 (0.143) 0.002 (0.108) −0.013 (0.105)
Gender (Ref: boys) −0.007 (0.2937) 0.004 (0.222) 0.350 (0.217)
Current sick (Ref: no) −0.421 (0.872) −0.129 (0.661) 0.348 (0.645)
Worry concerning COVID −0.009 (0.052) 0.005 (0.040) 0.016 (0.039)
Time (Ref: Time 1) 1.151 (0.265)*** −0.078 (0.201) 0.429 (0.197)*
Worry concerning COVID *Time
FCV-19S*Time
−0.009 (0.073)
0.384 (0.172)*
0.027 (0.055)
0.013 (0.130)
0.007 (0.054)
0.122 (0.127)
All participants (VIF from 1.01 to 3.72)
Group 1 (Ref: Group 3) 0.978 (0.075)*** 0.454 (0.064)*** 0.614 (0.057)***
Group 2 (Ref: Group 3) 0.810 (0.074)*** 0.298 (0.065)*** 0.491 (0.057)***
Age 0.007 (0.025) 0.001 (0.018) −0.011 (0.015)
Gender (Ref: boys) −0.012 (0.037) −0.020 (0.028) −0.012 (0.026)
Current sick (Ref: no) −0.078 (0.114) 0.001 (0.079) 0.020 (0.049)
Worry concerning COVID 0.012 (0.013) 0.022 (0.009)* 0.007 (0.007)
Time (Ref: Time 1) −0.206 (0.074)** 0.000 (0.053) 0.024 (0.042)
Worry concerning COVID *Time
FCV-19S*Time
−0.037 (0.02)
0.289 (0.053) ***
−0.025 (0.014)
0.119 (0.038)**
−0.016 (0.011)
0.126 (0.034)***

SABAS = Smartphone Application Based Addiction Scale; BSMAS = Bergen Social Media Addiction Scale; IGDS9-SF = Nine-item Internet Gaming Disorder Scale-Short Form; FCV-19S = Fear of COVID-19 Scale; VIF = variance inflation factor.

Group 1 = Having the lowest level of problematic internet use; Group 2 = Having the middle level of problematic internet use; Group 3 = Having the highest level of problematic internet use.