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. 2021 Mar 15;23(3):e18876. doi: 10.2196/18876

Table 3.

Adjusted indirect, direct, and total effects of the number of family instant message (IM) chat groups (N=1638) and use (N=1180) on family functioning and family well-being mediated by family communication using the Sobel test.

Variable Number of family IM chat groups Number of received IM from family chat groups/day Number of sent IM in family chat groups/day Frequency of family IM chat interactiona
Family functioning




Total effect, adjusted βb (95% CI) .33 (.13 to .54)** .34 (.05 to .63)* .45 (.12 to .78)** .23 (.06 to .40)**

Indirect effect
(through mediator), adjusted β (95% CI)
.14 (.04 to .23)** .22 (.08 to .36)** .23 (.09 to .38)** .14 (.06 to .22)***

Direct effect
(without mediator), adjusted β (95% CI)
.20 (–.01 to .40) .12 (–.16 to .39) .22 (–.09 to .52) .09 (–.06 to .24)

Proportion of total effect mediated (%) 40.4 64.9 51.8 59.6
Family well-being




Total effect, adjusted β (95% CI) .14 (.03 to .25)* .31 (.16 to .46)*** .31 (.14 to .49)*** .18 (.10 to .27)***

Indirect effect, adjusted β (95% CI) .10 (.03 to .16)** .15 (.06 to .24)*** .16 (.06 to .25)*** .09 (.04 to .14)***

Direct effect, adjusted β (95% CI) .04 (–.05 to .14) .16 (.04 to .28)** .15 (.02 to .29)* .09 (.02 to .15)**

Proportion of total effect mediated (%) 68.6 48.4 50.6 51.0

aComposite variable, frequency of family IM chat interaction (range 0-8), sum of the number of messages received from IM chat groups and number of messages sent in IM chat groups per day.

bRegression model 2: adjusted for sex, age, education attainment, family income, marital status, and frequency of family face-to-face communication.

*P<.05; **P<.01; ***P<.001.