From: Patterns of digital health access and use among US adults: a latent class analysis
Covariate | Class 1 aOR (95% CI) | Class 2 aOR (95% CI) | Class 3 aOR (95% CI) | Class 4 aOR (95% CI) | Class 5 aOR (95% CI) | Class 6 aOR (95% CI) | Class 7 aOR (95% CI) | Class 8 aOR (95% CI) | Class 9 aOR (95% CI) |
---|---|---|---|---|---|---|---|---|---|
Sex (ref: Male) | |||||||||
 Female | 0.34 [0.24, 0.49] | 0.56 [0.38, 0.84] | 0.29 [0.15, 0.54] | 0.47 [0.29, 0.76] | 0.36 [0.26, 0.52] | 0.54 [0.38, 0.76] | 0.55 [0.29, 1.03] | 0.88 [0.48, 1.62] | 0.80 [0.53, 1.19] |
Age (ref: 18–34) | |||||||||
 35–49 | 3.27 [0.85, 12.53] | 2.39 [1.06, 5.42] | 4.81 [0.80, 29.00] | 3.18 [0.59, 17.09] | 1.24 [0.68, 2.30] | 0.72 [0.40, 1.31] | 1.20 [0.22, 6.49] | 0.89 [0.26, 3.05] | 1.43 [0.66, 3.09] |
 50–64 | 19.81 [5.50, 71.29] | 6.23 [2.82, 13.77] | 32.14 [6.24, 165.59] | 6.71 [1.76, 25.61] | 2.28 [1.34, 3.90] | 1.26 [0.69, 2.32] | 3.11 [1.04, 9.28] | 1.22 [0.43, 3.44] | 2.91 [1.52, 5.57] |
  ≥ 65 | 199.14 [55.94, 708.96] | 20.68 [9.31, 45.92] | 114.21 [21.47, 607.36] | 43.90 [10.71, 179.97] | 4.47 [2.49, 8.02] | 0.90 [0.40, 2.06] | 6.29 [2.06, 19.25] | 0.98 [0.47, 2.06] | 4.06 [2.03, 8.10] |
Race/ethnicity (ref: Non-Hispanic White) | |||||||||
 Non-Hispanic Asian | 1.46 [0.41, 5.20] | 2.11 [1.03, 4.30] | 0.42 [0.06, 2.75] | 0.12 [< 0.01, 11.11] | 0.76 [0.34, 1.69] | 0.99 [0.48, 2.04] | 0.41 [0.12, 1.36] | 0.47 [0.19, 1.17] | 0.84 [0.42, 1.66] |
 Non-Hispanic Black | 1.04 [0.57, 1.90] | 1.53 [0.84, 2.77] | 0.78 [0.22, 2.72] | 0.60 [0.12, 2.99] | 0.67 [0.27, 1.70] | 1.27 [0.61, 2.66] | 0.57 [0.18, 1.79] | 1.14 [0.38, 3.40] | 0.52 [0.28, 0.93] |
 Hispanic | 1.56 [0.83, 2.94] | 2.68 [1.63, 4.41] | 0.51 [0.23, 1.15] | 1.18 [0.58, 2.39] | 1.08 [0.68, 1.72] | 1.43 [0.89, 2.29] | 0.78 [0.33, 1.82] | 1.23 [0.48, 3.10] | 0.66 [0.38, 1.14] |
 Non-Hispanic Othera | 0.93 [0.24, 3.70] | 0.67 [0.18, 2.52] | 0.17 [0.01, 2.02] | 0.73 [0.13, 4.23] | 0.95 [0.30, 3.00] | 0.72 [0.23, 2.23] | 0.27 [0.03, 2.70] | 0.92 [0.25, 3.45] | 0.66 [0.23, 1.91] |
Sexual orientation (ref: Heterosexual) | |||||||||
 Non-heterosexual | 0.45 [0.14, 1.45] | 0.21 [0.05, 0.86] | 0.12 [0.02, 0.63] | 0.84 [0.26, 2.73] | 0.40 [0.16, 1.02] | 0.51 [0.24, 1.07] | 0.16 [0.03, 0.84] | 0.48 [0.18, 1.27] | 0.65 [0.28, 1.49] |
Education (ref: College graduate or postgraduate) | |||||||||
  < High school | 690.90 [50.24, 9501.58] | 118.27 [8.17, 1713.04] | 138.93 [8.19, 2356.88] | 48.38 [2.65, 884.08] | 39.85 [3.20, 495.77] | 7.39 [0.50, 110.12] | 45.70 [2.84, 735.57] | 3.21 [0.16, 63.43] | 9.07 [0.53, 156.18] |
 High school graduate | 29.25 [16.08, 53.21] | 10.51 [6.23, 17.73] | 7.08 [3.70, 13.54] | 4.57 [2.30, 9.06] | 4.49 [2.74, 7.36] | 1.52 [0.87, 2.67] | 4.91 [1.92, 12.56] | 1.24 [0.34, 4.47] | 1.25 [0.72, 2.14] |
 Some college, vocational, or technical training | 5.73 [3.30, 9.95] | 3.13 [2.01, 4.88] | 3.60 [2.15, 6.02] | 1.99 [1.02, 3.88] | 2.95 [1.92, 4.52] | 1.52 [1.00, 2.29] | 2.80 [1.07, 7.35] | 1.56 [0.91, 2.68] | 1.41 [0.86, 2.34] |
Marital status (ref: Single and never married) | |||||||||
 Married or living as married | 0.24 [0.11, 0.52] | 0.52 [0.25, 1.08] | 0.16 [0.07, 0.38] | 0.25 [0.10, 0.61] | 0.51 [0.26, 0.97] | 0.75 [0.40, 1.40] | 0.47 [0.15, 1.47] | 1.34 [0.39, 4.65] | 1.11 [0.39, 3.14] |
 Divorced, separated, or widowed | 0.81 [0.44, 1.50] | 1.00 [0.54, 1.86] | 0.64 [0.24, 1.66] | 0.45 [0.24, 0.87] | 1.10 [0.61, 2.01] | 1.00 [0.53, 1.90] | 0.93 [0.27, 3.23] | 1.46 [0.34, 6.16] | 1.17 [0.53, 2.57] |
Adults in household (ref: 1) | |||||||||
  ≥ 2 | 0.48 [0.24, 0.95] | 0.53 [0.26, 1.08] | 0.58 [0.26, 1.27] | 0.70 [0.30, 1.64] | 0.76 [0.41, 1.40] | 1.00 [0.52, 1.92] | 1.19 [0.52, 2.71] | 0.68 [0.32, 1.44] | 0.67 [0.29, 1.55] |
Children in household (ref: 0) | |||||||||
  ≥ 1 | 0.62 [0.34, 1.13] | 0.90 [0.55, 1.49] | 0.61 [0.27, 1.40] | 0.29 [0.10, 0.89] | 0.90 [0.61, 1.34] | 1.10 [0.78, 1.56] | 0.93 [0.56, 1.56] | 1.05 [0.64, 1.72] | 0.98 [0.71, 1.36] |
Rural/urban residency (ref: Metropolitan) | |||||||||
 Non-metro urban | 2.53 [1.43, 4.46] | 1.97 [1.12, 3.47] | 1.32 [0.61, 2.86] | 1.37 [0.72, 2.61] | 2.21 [1.29, 3.76] | 1.44 [0.79, 2.62] | 2.13 [1.12, 4.07] | 1.32 [0.56, 3.11] | 1.28 [0.75, 2.18] |
 Non-metro rural | 4.72 [1.26, 17.70] | 1.14 [0.26, 4.95] | 2.42 [0.59, 9.91] | 1.48 [0.28, 7.83] | 1.61 [0.55, 4.77] | 1.82 [0.51, 6.47] | 1.06 [0.31, 3.64] | 1.26 [0.32, 4.98] | 0.68 [0.21, 2.24] |
Census region (ref: Northeast) | |||||||||
 Midwest | 0.85 [0.45, 1.61] | 0.99 [0.55, 1.78] | 0.88 [0.40, 1.93] | 0.75 [0.32, 1.76] | 0.82 [0.49, 1.38] | 0.61 [0.36, 1.03] | 0.77 [0.37, 1.59] | 0.61 [0.24, 1.51] | 0.80 [0.49, 1.32] |
 South | 0.69 [0.39, 1.23] | 0.87 [0.51, 1.47] | 0.57 [0.29, 1.13] | 0.69 [0.31, 1.56] | 0.72 [0.40, 1.31] | 1.06 [0.65, 1.75] | 0.65 [0.39, 1.09] | 0.89 [0.46, 1.70] | 0.91 [0.51, 1.62] |
 West | 0.48 [0.26, 0.86] | 0.66 [0.39, 1.11] | 0.38 [0.18, 0.83] | 0.86 [0.40, 1.81] | 0.53 [0.31, 0.91] | 0.86 [0.53, 1.39] | 0.44 [0.24, 0.80] | 0.88 [0.41, 1.91] | 0.76 [0.46, 1.25] |
Health insurance coverage (ref: Yes) | |||||||||
 No | 2.06 [0.60, 7.11] | 2.56 [0.83, 7.95] | 2.93 [0.54, 15.98] | 2.40 [0.34, 16.71] | 1.93 [0.61, 6.16] | 1.91 [0.52, 7.05] | 1.32 [0.12, 14.04] | 1.41 [0.23, 8.59] | 0.74 [0.16, 3.38] |
Regular healthcare provider (ref: Yes) | |||||||||
 No | 2.69 [1.54, 4.71] | 3.23 [1.85, 5.63] | 2.93 [1.41, 6.09] | 1.36 [0.59, 3.17] | 4.54 [2.87, 7.18] | 2.84 [1.71, 4.72] | 2.47 [1.32, 4.62] | 2.73 [1.59, 4.67] | 1.57 [0.85, 2.92] |
Healthcare visit in past year (ref: Yes) | |||||||||
 No | 6.65 [3.10, 14.23] | 4.20 [2.05, 8.57] | 4.68 [1.68, 13.09] | 1.25 [0.35, 4.44] | 4.83 [2.49, 9.36] | 2.05 [0.95, 4.43] | 2.23 [0.51, 9.68] | 2.42 [0.65, 9.01] | 1.13 [0.47, 2.76] |
General health (ref: Excellent, very good, or good) | |||||||||
 Fair or Poor | 2.90 [1.72, 4.91] | 1.42 [0.84, 2.41] | 1.95 [0.87, 4.40] | 2.08 [0.93, 4.65] | 1.29 [0.78, 2.12] | 1.17 [0.72, 1.88] | 1.13 [0.40, 3.18] | 1.29 [0.52, 3.20] | 1.01 [0.60, 1.70] |
Chronic health conditions (ref: 0) | |||||||||
 1 | 0.44 [0.25, 0.77] | 0.51 [0.30, 0.86] | 0.46 [0.23, 0.90] | 0.50 [0.23, 1.08] | 0.46 [0.27, 0.77] | 0.50 [0.32, 0.79] | 0.49 [0.25, 0.95] | 0.63 [0.34, 1.15] | 0.60 [0.35, 1.02] |
  ≥ 2 | 0.39 [0.23, 0.67] | 0.43 [0.25, 0.73] | 0.25 [0.12, 0.49] | 0.48 [0.24, 0.97] | 0.31 [0.18, 0.54] | 0.42 [0.26, 0.69] | 0.40 [0.24, 0.68] | 0.42 [0.21, 0.84] | 0.45 [0.28, 0.74] |
Depression or anxiety disorder (ref: No) | |||||||||
 Yes | 0.35 [0.20, 0.60] | 0.57 [0.32, 1.03] | 0.94 [0.44, 2.02] | 0.41 [0.22, 0.79] | 0.46 [0.29, 0.74] | 0.78 [0.52, 1.16] | 0.57 [0.31, 1.06] | 0.74 [0.40, 1.35] | 0.61 [0.36, 1.05] |
Weekly physical activity (ref: < 150 minutes) | |||||||||
  ≥ 150 minutes | 0.50 [0.32, 0.78] | 0.55 [0.36, 0.85] | 0.75 [0.45, 1.26] | 0.42 [0.26, 0.70] | 0.54 [0.35, 0.85] | 0.80 [0.53, 1.22] | 0.67 [0.31, 1.45] | 0.84 [0.37, 1.87] | 0.64 [0.41, 1.00] |