Table 3.
Variable | Model 1a | Model 2b | Model 3c | Model 4d | Model 5e | |||||||||||||||||
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βf | P value | β | P value | β | P value | β | P value | β | P value | ||||||||||
Demographic | ||||||||||||||||||||||
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Female gender | –.11 | .001 | –.12 | <.001 | –.12 | <.001 | –.12 | <.001 | –.13 | <.001 | |||||||||||
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Age | .20 | <.001 | .20 | <.001 | .24 | <.001 | .24 | <.001 | .23 | <.001 | |||||||||||
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Education | |||||||||||||||||||||
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Middle school | Reference | N/Ag | Reference | N/A | Reference | N/A | Reference | N/A | Reference | N/A | ||||||||||
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High school | .13 | .13 | .12 | .17 | .08 | .33 | .08 | .34 | .09 | .29 | ||||||||||
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Associate degree | .13 | .27 | .12 | .29 | .07 | .50 | .07 | .54 | .08 | .49 | ||||||||||
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Bachelor’s degree | .18 | .25 | .16 | .29 | .07 | .63 | .06 | .67 | .07 | .62 | ||||||||||
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Master’s degree and above | .09 | .38 | .08 | .42 | .02 | .83 | .01 | .95 | .01 | .91 | ||||||||||
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Income (¥)h | |||||||||||||||||||||
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<1500 | Reference | N/A | Reference | N/A | Reference | N/A | Reference | N/A | Reference | N/A | ||||||||||
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1500-3000 | .05 | .34 | .02 | .71 | .06 | .24 | .06 | .21 | .07 | .17 | ||||||||||
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3001-5000 | .12 | .08 | .05 | .44 | .09 | .17 | .09 | .16 | .08 | .18 | ||||||||||
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5001-8000 | .19 | .01 | .10 | .18 | .11 | .11 | .12 | .09 | .11 | .10 | ||||||||||
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8001-12,000 | .23 | .001 | .12 | .08 | .13 | .055 | .13 | .06 | .13 | .06 | ||||||||||
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12,001-20,000 | .17 | .002 | .11 | .049 | .10 | .07 | .10 | .070 | .10 | .07 | ||||||||||
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>20,000 | .08 | .06 | .05 | .26 | .05 | .23 | .05 | .18 | .05 | .17 | ||||||||||
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Marital status | |||||||||||||||||||||
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Married | Reference | N/A | Reference | N/A | Reference | N/A | Reference | N/A | Reference | N/A | ||||||||||
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Single | .03 | .54 | .06 | .21 | .08 | .08 | .08 | .07 | .07 | .09 | ||||||||||
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Divorced | .01 | .78 | .02 | .50 | .03 | .34 | .03 | .31 | .03 | .33 | ||||||||||
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Separated | –.06 | .09 | –.05 | .11 | –.05 | .16 | –.04 | .18 | –.04 | .18 | ||||||||||
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Cohabiting | –.07 | .05 | –.05 | .14 | –.05 | .16 | –.05 | .13 | –.05 | .12 | ||||||||||
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Health status | |||||||||||||||||||||
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Good | Reference | N/A | Reference | N/A | Reference | N/A | Reference | N/A | Reference | N/A | ||||||||||
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Severe disease | –.01 | .88 | .01 | .80 | .02 | .61 | .01 | .72 | .01 | .71 | ||||||||||
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Chronic disease | –.07 | .06 | –.07 | .03 | –.07 | .03 | –.07 | .03 | –.07 | .03 | ||||||||||
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Suboptimal health | –.12 | .001 | –.12 | <.001 | –.12 | <.001 | –.11 | .001 | –.11 | .001 | ||||||||||
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Fair | –.17 | <.001 | –.15 | <.001 | –.13 | <.001 | –.13 | <.001 | –.13 | <.001 | ||||||||||
Social media use | ||||||||||||||||||||||
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Time | —i | — | –.03 | .46 | –.02 | .51 | –.02 | .46 | –.03 | .40 | |||||||||||
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Frequency | — | — | .25 | <.001 | .20 | <.001 | .20 | <.001 | .20 | <.001 | |||||||||||
Health literacy | ||||||||||||||||||||||
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eHealth literacy | — | — | — | — | .26 | <.001 | .27 | <.001 | .27 | <.001 | |||||||||||
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Disease knowledge | — | — | — | — | .11 | .001 | .11 | .001 | .11 | .001 | |||||||||||
Interactions | ||||||||||||||||||||||
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1. Social media use frequency × eHealth literacy | — | — | — | — | — | — | .07 | .04 | .05 | .11 | |||||||||||
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2. Social media use frequency × disease knowledge | — | — | — | — | — | — | –.07 | .03 | –.07 | .03 | |||||||||||
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3. Social media use time × eHealth literacy | — | — | — | — | — | — | — | — | .02 | .51 | |||||||||||
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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.