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. 2017 Sep 11;19(9):e317. doi: 10.2196/jmir.7786

Table 3.

Estimates of fixed and random parameters from the multilevel mixed models of health outcomes and mobile technology use (weighted).

Variables Internet access as primary predictor Mobile phone ownership as primary predictor

Self-reported health Having a disability Self-reported health Having a disability



aOR (95% CI) P aOR (95% CI) P aOR (95% CI) P aOR (95% CI) P
Intercept 2.421 (1.330-4.406) .004 0.193 (0.114-0.328) <.001 2.298 (1.245-4.240) .008 0.229 (0.133-0.392) <.001
Internet use (Ref=no Internet use) 1.727 (1.327-2.246) <.001 1.138 (0.945-1.371) .17 a
a
Own mobile phone (Ref=no mobile phone) b
b
1.076 (0.968-1.196) .17 0.843 (0.763-0.931) <.001
Individual-level variables








Age 0.988 (0.983-0.992) <.001 1.022 (1.018-1.026) <.001 0.988 (0.983-0.992) <.001 1.020 (1.015-1.024) <.001

Gender (Ref=female) 1.373 (1.278-1.475) <.001 1.010 (0.944-1.080) .77 1.374 (1.279-1.476) <.001 1.012 (0.946-1.082) .74

Education (Ref=≤primary school)









≤Middle school 1.121 (1.023-1.228) .01 0.874 (0.808-0.945) <.001 1.129 (1.031-1.236) .009 0.878 (0.812-0.949) .001


≤High school/Vocational school 1.282 (1.110-1.481) <.001 0.890 (0.792-1.001) .05 1.333 (1.155-1.538) <.001 0.905 (0.807-1.016) .09


≥College  1.486 (1.099-2.010) .01 0.887 (0.675-1.166) .39 1.659 (1.228-2.239) <.001 0.917 (0.703-1.196) .52

Marital status (Ref=unmarried) 0.913 (0.816-1.022) .11 0.827 (0.742-0.922) <.001 0.902 (0.805-1.010) .07 0.842 (0.755-0.938) .002

Living arrangement (Ref=empty nested)








Living with children 1.047 (0.875-1.252) .62 1.114 (0.967-1.285) .14 1.038 (0.866-1.243) .07 1.129 (0.978-1.304) .09


Living with others 1.139 (1.054-1.232) .001 0.951 (0.885-1.023) .02 1.128 (1.041-1.221) .003 0.965 (0.897-1.038) .34

Rural/urban residence (Ref=urban) 0.731 (0.648-0.824) <.001 1.295 (1.167-1.437) <.001 0.722 (0.640-0.814) <.001 1.273 (1.148-1.413) <.001

Employment status (Ref=unemployed) 2.239 (2.044-2.454) <.001 0.619 (0.568-0.674) <.001 2.235 (2.040-2.449) <.001 0.623 (0.572-0.679) <.001

Log income, mean (per capita expenditure) 1.01 (0.969-1.051) .64 1.028 (0.991-1.067) .13 1.011 (0.971-1.052) .60 1.037 (0.999-1.076) .05
Community-level variables








Community resources









Neighborhood amenities, mean 1.074 (1.055-1.093) <.001 0.976 (0.961-0.990) .001 1.076 (1.057-1.095) <.001 0.976 (0.962-0.991) .002


Health facilities, mean 0.997 (0.946-1.051) .90 1.008 (0.964-1.055) .72 0.997 (0.946-1.051) .91 1.008 (0.964-1.055) .72


Community organization, mean 1.017 (0.998-1.035) .07 0.982 (0.967-0.998) .03 1.017 (0.999-1.036) .06 0.982 (0.966-0.998) .02

Region (Ref=east)









Central 0.878 (0.772-0.999) .05 1.272 (1.137-1.422) <.001 0.883 (0.775-1.005) .06 1.270 (1.135-1.422) <.001


West 0.775 (0.687-0.875) <.001 1.541 (1.382-1.718) <.001 0.772 (0.684-0.871) <.001 1.547 (1.387-1.726) <.001
Random effect variance 1.120 (1.078-1.163) <.001 1.102 (1.070-1.135) <.001 1.120 (1.078-1.163) <.001 1.104 (1.072-1.138) <.001

aMobile phone ownership as primary predictor, the parameters of Internet use are missing.

bInternet access as primary predictor, the parameters of mobile phone ownership are missing.