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. 2020 Oct 9;22(10):e19684. doi: 10.2196/19684

Table 3.

Hierarchical multiple regression examining the predictors and moderators of preventive behaviors during the COVID-19 pandemic.

Variable Model 1a Model 2b Model 3c Model 4d Model 5e



βf P value β P value β P value β P value β P value
Demographic

Female gender –.11 .001 –.12 <.001 –.12 <.001 –.12 <.001 –.13 <.001

Age .20 <.001 .20 <.001 .24 <.001 .24 <.001 .23 <.001

Education


Middle school Reference N/Ag Reference N/A Reference N/A Reference N/A Reference N/A


High school .13 .13 .12 .17 .08 .33 .08 .34 .09 .29


Associate degree .13 .27 .12 .29 .07 .50 .07 .54 .08 .49


Bachelor’s degree .18 .25 .16 .29 .07 .63 .06 .67 .07 .62


Master’s degree and above .09 .38 .08 .42 .02 .83 .01 .95 .01 .91

Income (¥)h


<1500 Reference N/A Reference N/A Reference N/A Reference N/A Reference N/A


1500-3000 .05 .34 .02 .71 .06 .24 .06 .21 .07 .17


3001-5000 .12 .08 .05 .44 .09 .17 .09 .16 .08 .18


5001-8000 .19 .01 .10 .18 .11 .11 .12 .09 .11 .10


8001-12,000 .23 .001 .12 .08 .13 .055 .13 .06 .13 .06


12,001-20,000 .17 .002 .11 .049 .10 .07 .10 .070 .10 .07


>20,000 .08 .06 .05 .26 .05 .23 .05 .18 .05 .17

Marital status


Married Reference N/A Reference N/A Reference N/A Reference N/A Reference N/A


Single .03 .54 .06 .21 .08 .08 .08 .07 .07 .09


Divorced .01 .78 .02 .50 .03 .34 .03 .31 .03 .33


Separated –.06 .09 –.05 .11 –.05 .16 –.04 .18 –.04 .18


Cohabiting –.07 .05 –.05 .14 –.05 .16 –.05 .13 –.05 .12

Health status


Good Reference N/A Reference N/A Reference N/A Reference N/A Reference N/A


Severe disease –.01 .88 .01 .80 .02 .61 .01 .72 .01 .71


Chronic disease –.07 .06 –.07 .03 –.07 .03 –.07 .03 –.07 .03


Suboptimal health –.12 .001 –.12 <.001 –.12 <.001 –.11 .001 –.11 .001


Fair –.17 <.001 –.15 <.001 –.13 <.001 –.13 <.001 –.13 <.001
Social media use

Time i –.03 .46 –.02 .51 –.02 .46 –.03 .40

Frequency .25 <.001 .20 <.001 .20 <.001 .20 <.001
Health literacy

eHealth literacy .26 <.001 .27 <.001 .27 <.001

Disease knowledge .11 .001 .11 .001 .11 .001
Interactions

1. Social media use frequency × eHealth literacy .07 .04 .05 .11

2. Social media use frequency × disease knowledge –.07 .03 –.07 .03

3. Social media use time × eHealth literacy .02 .51

4. Social media use time × disease knowledge .05 .15

aAdjusted R2=0.11, ∆R2=0.13, P<.001.

bAdjusted R2=0.16, ∆R2=0.05, P<.001.

cAdjusted R2=0.23, ∆R2=0.07, P<.001.

dAdjusted R2=0.24, ∆R2=0.01, P=.01.

eAdjusted R2=0.24, ∆R2=0.002, P=.28.

fβ: standardized regression coefficient.

gN/A: not applicable.

h1 ¥=US $0.14 on February 13, 2020.

i—: Not included in the model.