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. 2023 Mar 6;10:e41304. doi: 10.2196/41304

Table 7.

Ordinary least squares regression of sociodemographic characteristics and use of technology regarding psychological well-being.

Variable Wave 1, coefficienta (SE) Wave 2, coefficientb (SE)
Age group (reference: 18-29 years)


30-39 years −0.72 (1.00) 4.85 (1.62)c

40-49 years −0.02 (1.03) 4.06 (1.96)d

50-59 years −1.63 (1.17) e

≥60 years −0.29 (1.44)

≥50 years 4.04 (2.30)
Gender (reference: female)


Male or nonbinary/refused to answer 0.26 (0.65) −3.67 (1.31)c

Prefer not to say 1.67 (8.03)

Nonbinary, gender fluid −5.75 (7.47)
Education level (reference: primary or less than high school)


High school −1.77 (1.55) −6.17 (3.69)

Bachelor’s degree −2.77 (1.48) −1.75 (3.28)

College diploma/some college −2.99 (3.20)

Master’s/professional degree −1.38 (1.46) −0.66 (3.36)

PhD −2.20 (1.57) −2.28 (3.43)
Marital status (reference: having a partner)


Divorced/separated/widowed −0.28 (1.12) −0.44 (2.91)

Widowed 5.68 (3.99)

Single −1.77 (0.80)d 1.88 (1.62)

Prefer not to say 2.91 (6.51)
Employment status (reference: working)


Retired 0.75 (1.68) −1.02 (2.51)

Not working (out of a job or due to other reasons) −0.78 (0.82) −3.48 (1.75)d
Residence (reference: metropolitan/city)


Rural 1.05 (0.96) −3.19 (2.20)

Small town −1.97 (0.88)d 4.60 (1.57)c

Suburban −0.35 (0.80) 2.82 (1.53)
Number of people living in the home environment (reference: 1)


2 −0.29 (1.01) 3.89 (1.95)d

3 1.51 (1.10) 6.55 (2.16)c

4 −1.92 (1.13) 3.90 (2.34)

≥5 −2.29 (1.31) 5.88 (2.39)d
Number of social media apps used (reference: 0)


1-2 0.53 (1.64) 2.56 (2.14)

3-4 0.65 (1.64) 1.60 (2.12)

≥5 2.2 (1.76) 3.93 (2.45)
Joining a specific online COVID-19 community support group on social media (reference: no)


Yes −0.39 (0.72) −7.31 (1.23)f

aAdjusted R2=0.021.

bAdjusted R2=0.190.

cP<.01.

dP<.05.

eCategory not present.

fP<.001.