Characteristics | Â | Adjusted model | ||||||
---|---|---|---|---|---|---|---|---|
Unadjusted model | Single level model | Multilevel (household) | Multilevel (community) | |||||
COR [95% CI] | P-value | AOR [95% CI] | P-value | AOR [95% CI] | P-value | AOR [95% CI] | P-value | |
Number of under 5 children in household | ||||||||
 1 | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 2 | 1.06 [0.84, 1.33] | 0.644 | 0.84 [0.66, 1.09] | 0.187 | 0.82 [0.59, 1.15] | 0.261 | 0.78 [0.61, 0.99] | 0.045 |
 3 +  | 0.46 [0.31, 0.68] |  < 0.001 | 0.37 [0.27, 0.51] |  < 0.001 | 0.38 [0.23, 0.64] |  < 0.001 | 0.34 [0.21, 0.54] |  < 0.001 |
Sex of child | ||||||||
 Male | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 Female | 1.15 [0.94, 1.42] | 0.172 | 1.23 [0.99, 1.53] | 0.056 | 1.23 [0.99, 1.53] | 0.064 | 1.20 [0.95, 1.51] | 0.121 |
Child’s age | ||||||||
 0 | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 1 | 1.23 [0.96, 1.58] | 0.108 | 1.11 [0.79, 1.57] | 0.533 | 1.17 [0.83, 1.64] | 0.378 | 1.08 [0.81, 1.43] | 0.611 |
 2 | 1.00 [0.72, 1.37] | 0.980 | 0.87 [0.61, 1.25] | 0.459 | 0.89 [0.65, 1.21] | 0.460 | 0.86 [0.60, 1.22] | 0.393 |
 3 | 0.97 [0.71, 1.32] | 0.830 | 0.91 [0.65, 1.27] | 0.585 | 0.90 [0.65, 1.24] | 0.516 | 0.88 [0.64, 1.20] | 0.414 |
 4 | 0.81 [0.60, 1.08] | 0.147 | 0.69 [0.49, 0.99] | 0.042 | 0.70 [0.50, 0.98] | 0.035 | 0.64 [0.46, 0.89] | 0.008 |
Education | ||||||||
 No education | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 Primary | 1.11 [0.67, 1.84] | 0.696 | 1.12 [0.77, 1.63] | 0.556 | 1.08 [0.65, 1.78] | 0.775 | 1.07 [0.59, 1.94] | 0.821 |
 Secondary | 0.98 [0.62, 1.56] | 0.933 | 1.26 [0.88, 1.80] | 0.202 | 1.20 [0.73, 1.97] | 0.477 | 1.29 [0.72, 2.32] | 0.385 |
 Higher | 0.65 [0.30, 1.40] | 0.270 | 1.34 [0.74, 2.44] | 0.335 | 1.29 [0.53, 3.16] | 0.581 | 1.26 [0.54, 2.90] | 0.592 |
Respondents age | ||||||||
  < 25 | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 25–34 | 0.82 [0.57, 1.17] | 0.262 | 1.13 [0.82, 1.55] | 0.449 | 1.07 [0.71, 1.60] | 0.759 | 1.16 [0.72, 1.88] | 0.534 |
 35–44 | 0.84 [0.56, 1.26] | 0.390 | 1.25 [0.87, 1.80] | 0.234 | 1.23 [0.76, 1.97] | 0.397 | 1.30 [0.72, 2.36] | 0.389 |
 45 +  | 0.65 [0.32, 1.35] | 0.249 | 0.98 [0.53, 1.80] | 0.938 | 1.15 [0.50, 2.64] | 0.735 | 1.01 [0.44, 2.35] | 0.978 |
Region | ||||||||
 Western | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 Central | 0.58 [0.33, 1.04] | 0.068 | 0.68 [0.44, 1.05] | 0.084 | 0.68 [0.32, 1.42] | 0.306 | 0.78 [0.40, 1.52] | 0.468 |
 Greater Accra | 0.17 [0.09, 0.31] |  < 0.001 | 0.27 [0.16, 0.45] |  < 0.001 | 0.22 [0.11, 0.47] |  < 0.001 | 0.27 [0.14, 0.53] |  < 0.001 |
 Volta | 0.83 [0.44, 1.54] | 0.544 | 0.71 [0.42, 1.22] | 0.217 | 0.69 [0.30, 1.57] | 0.380 | 0.97 [0.50, 1.89] | 0.923 |
 Eastern | 0.35 [0.16, 0.77] | 0.009 | 0.44 [0.28, 0.70] |  < 0.001 | 0.42 [0.21, 0.85] | 0.015 | 0.48 [0.24, 0.96] | 0.039 |
 Ashanti | 0.55 [0.29, 1.02] | 0.058 | 0.62 [0.39, 0.96] | 0.034 | 0.57 [0.30, 1.08] | 0.086 | 0.69 [0.36, 1.34] | 0.276 |
 Brong Ahafo | 0.78 [0.39, 1.56] | 0.477 | 0.74 [0.47, 1.16] | 0.190 | 0.68 [0.35, 1.30] | 0.240 | 0.96 [0.46, 2.01] | 0.910 |
 Northern | 0.39 [0.22, 0.68] | 0.001 | 0.39 [0.24, 0.63] |  < 0.001 | 0.34 [0.16, 0.73] | 0.005 | 0.45 [0.21, 0.97] | 0.041 |
 Upper east | 0.83 [0.43, 1.62] | 0.590 | 0.61 [0.37, 0.99] | 0.043 | 0.59 [0.27, 1.30] | 0.190 | 0.72 [0.36, 1.44] | 0.349 |
 Upper west | 1.63 [0.91, 2.89] | 0.097 | 1.40 [0.83, 2.35] | 0.205 | 1.58 [0.75, 3.35] | 0.229 | 1.57 [0.77, 3.21] | 0.214 |
Residence | ||||||||
 Urban | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 Rural | 2.54 [1.83, 3.53] |  < 0.001 | 1.57 [1.20, 2.06] | 0.001 | 1.58 [1.10, 2.26] | 0.012 | 1.88 [1.24, 2.84] | 0.003 |
Religion | ||||||||
 Christian | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 Islam | 0.85 [0.59, 1.23] | 0.378 | 0.96 [0.69, 1.36] | 0.837 | 0.90 [0.58, 1.39] | 0.622 | 1.19 [0.77, 1.86] | 0.434 |
 Other | 1.70 [0.92, 3.12] | 0.088 | 1.46 [0.77, 2.76] | 0.243 | 1.54 [0.66, 3.63] | 0.318 | 1.45 [0.74, 2.82] | 0.277 |
Wealth | ||||||||
 Poorest/poor | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 Middle | 0.63 [0.45, 0.89] | 0.008 | 0.52 [0.36, 0.74] |  < 0.001 | 0.44 [0.26, 0.76] | 0.003 | 0.53 [0.32, 0.88] | 0.014 |
 Rich/richest | 0.36 [0.24, 0.53] |  < 0.001 | 0.40 [0.26, 0.60] |  < 0.001 | 0.34 [0.19, 0.61] |  < 0.001 | 0.47 [0.26, 0.85] | 0.013 |
Access to water | ||||||||
 Improved | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 Unimproved | 1.66 [1.23, 2.24] | 0.001 | 1.22 [0.93, 1.59] | 0.150 | 1.26 [0.89, 1.78] | 0.199 | 1.35 [0.94, 1.94] | 0.102 |
Access to toilet facility | ||||||||
 Improved | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 Unimproved | 0.58 [0.41, 0.80] | 0.001 | 0.78 [0.61, 1.01] | 0.056 | 0.77 [0.52, 1.13] | 0.180 | 0.72 [0.50, 1.05] | 0.088 |
Main floor material | ||||||||
 Cement | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 Floor carpet | 0.64 [0.46, 0.89] | 0.009 | 0.96 [0.70, 1.31] | 0.796 | 0.94 [0.60, 1.48] | 0.805 | 0.87 [0.54, 1.41] | 0.582 |
 Other | 0.90 [0.59, 1.37] | 0.629 | 0.93 [0.69, 1.27] | 0.661 | 0.91 [0.61, 1.37] | 0.651 | 0.91 [0.57, 1.45] | 0.696 |
Main wall material | ||||||||
 Cement blocks/bricks | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 Wood | 2.02 [1.05, 3.87] | 0.035 | 2.85 [1.34, 6.05] | 0.006 | 2.52 [0.85, 7.47] | 0.095 | 3.21 [1.18, 8.74] | 0.022 |
 Other | 1.57 [1.04, 2.36] | 0.033 | 1.16 [0.86, 1.58] | 0.331 | 1.17 [0.73, 1.88] | 0.504 | 1.07 [0.64, 1.79] | 0.807 |
Age of household head | ||||||||
  < 25 | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 25–34 | 0.51 [0.24, 1.11] | 0.090 | 0.70 [0.37, 1.30] | 0.257 | 0.80 [0.34, 1.88] | 0.605 | 0.62 [0.23, 1.64] | 0.333 |
 35–44 | 0.49 [0.22, 1.09] | 0.078 | 0.72 [0.38, 1.36] | 0.313 | 0.77 [0.31, 1.88] | 0.562 | 0.59 [0.19, 1.82] | 0.358 |
 45 +  | 0.44 [0.21, 0.92] | 0.029 | 0.55 [0.30, 1.01] | 0.055 | 0.59 [0.25, 1.41] | 0.233 | 0.47 [0.18, 1.23] | 0.122 |
Covered by health insurance | ||||||||
 No | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 Yes | 1.08 [0.85, 1.38] | 0.515 | 1.18 [0.94, 1.48] | 0.157 | 1.13 [0.82, 1.56] | 0.442 | 1.24 [0.94, 1.63] | 0.136 |
Heard malaria messages on radio | ||||||||
 No | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 Yes | 0.83 [0.60, 1.14] | 0.255 | 0.83 [0.63, 1.08] | 0.161 | 0.80 [0.58, 1.12] | 0.202 | 0.92 [0.66, 1.27] | 0.605 |
Heard malaria messages on TV | ||||||||
 No | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
 Yes | 0.68 [0.52, 0.89] | 0.006 | 1.16 [0.89, 1.52] | 0.270 | 1.28 [0.90, 1.82] | 0.162 | 1.23 [0.87, 1.73] | 0.237 |
Number of persons per mosquito net | ||||||||
  ≤ 2 persons per net | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  | 1.00 [reference] |  |
  > 2 persons per net | 0.55 [0.42, 0.72] |  < 0.001 | 0.57 [0.45, 0.72] |  < 0.001 | 0.48 [0.35, 0.64] |  < 0.001 | 0.52 [0.37, 0.73] |  < 0.001 |
Random effect parameter analysis | ||||||||
 Child level variance |  |  | π2 /3 ≈ 3.29 |  | π2 /3 ≈ 3.29 |  | π2 /3 ≈ 3.29 |  |
 Household level variance (95% CI) |  |  |  |  | 0.63 [0.41, 0.98] |  | - |  |
 Community level variance (95% CI) |  |  |  |  | - |  | 0.57 [0.33, 0.96] |  |
 AIC |  |  | 2732.45 |  | 2666.144 |  | 2657.185 |  |
 BIC |  |  | 2969.081 |  | 2908.547 |  | 2899.588 |  |
 AUROC (95% CI) |  |  | 73.9 [71.8, 75.9] |  | 79.7 [77.8, 81.5] |  | 80.3 [78.5, 82.1] |  |