Table 3.
Performance measures of regression coefficients after MI of missing covariates and conventional method in handling missing PAQC score subcomponents in the treatment domain: MAR mechanism.
Proportion missing | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3% | 10% | 40% | |||||||||||
Effect | True esta | Bias | Model-based SE | Emp SEb | MSEc | Bias | Model-based SE | Emp SE | MSE | Bias | Model-based SE | Emp SE | MSE |
PAQC score intercept 1 | −7.825 | 0.141 | 0.015 | 0.016 | 0.020 | 0.171 | 0.023 | 0.024 | 0.03 | 0.484 | 0.036 | 0.037 | 0.236 |
PAQC score intercept 2 | −2.253 | −0.386 | 0.031 | 0.031 | 0.150 | −0.697 | 0.450 | 0.451 | 0.688 | −0.808 | 0.154 | 0.154 | 0.677 |
PAQC score intercept 3 | −1.189 | −0.736 | 0.080 | 0.081 | 0.548 | −0.801 | 0.322 | 0.323 | 0.743 | −0.900 | 0.414 | 0.415 | 0.982 |
PAQC score intercept 4 | 0.083 | −0.542 | 0.584 | 0.586 | 0.637 | −0.665 | 0.187 | 0.188 | 0.477 | −0.798 | 0.143 | 0.145 | 0.657 |
PAQC score intercept 5 | 1.371 | −0.594 | 0.236 | 0.238 | 0.409 | −0.727 | 0.370 | 0.374 | 0.669 | −0.805 | 0.254 | 0.255 | 0.710 |
PAQC score intercept 6 | 2.246 | −0.092 | 0.135 | 0.136 | 0.027 | −0.113 | 0.204 | 0.205 | 0.054 | −0.186 | 0.232 | 0.233 | 0.088 |
Age-group:12-59 | 0.154 | 0.086 | 0.084 | 0.085 | 0.015 | 0.106 | 0.146 | 0.148 | 0.033 | 0.175 | 0.173 | 0.173 | 0.061 |
Child sex: males | −0.046 | −0.061 | 0.216 | 0.217 | 0.051 | −0.074 | 0.260 | 0.261 | 0.074 | −0.122 | 0.278 | 0.279 | 0.092 |
Comorbidities: 0 | 0.474 | −0.293 | 0.230 | 0.230 | 0.139 | −0.358 | 0.015 | 0.017 | 0.128 | −0.593 | 0.071 | 0.071 | 0.357 |
Comorbidities: 1 | 0.309 | −0.302 | 0.334 | 0.335 | 0.203 | −0.370 | 0.557 | 0.558 | 0.448 | −0.612 | 0.643 | 0.646 | 0.791 |
Comorbidities: 2 | 0.335 | −0.250 | 0.389 | 0.390 | 0.215 | −0.305 | 0.571 | 0.571 | 0.419 | −0.505 | 0.642 | 0.644 | 0.670 |
Clinicians’ sex: female | 0.337 | −0.007 | 0.021 | 0.022 | 0.001 | −0.007 | 0.017 | 0.018 | 0.011 | −0.011 | 0.017 | 0.018 | 0.001 |
Clinicians’ cadre: MOd | 0.038 | 0.140 | 0.156 | 0.157 | 0.044 | 0.170 | 0.055 | 0.056 | 0.032 | 0.281 | 0.015 | 0.016 | 0.079 |
Hospital workload: low | −0.367 | −0.142 | 0.148 | 0.149 | 0.042 | −0.173 | 0.251 | 0.252 | 0.093 | −0.285 | 0.291 | 0.292 | 0.166 |
Malaria prevalence: low | −0.189 | 0.358 | 0.307 | 0.307 | 0.222 | 0.439 | 0.172 | 0.172 | 0.222 | 0.726 | 0.276 | 0.277 | 0.603 |
Enhanced A&Fe | −0.002 | −0.005 | 0.193 | 0.194 | 0.038 | −0.008 | 0.189 | 0.190 | 0.036 | −0.017 | 0.181 | 0.182 | 0.033 |
Time (months) | −1.754 | 0.034 | 0.720 | 0.721 | 0.521 | 0.041 | 0.696 | 0.697 | 0.488 | 0.068 | 0.687 | 0.688 | 0.477 |
Time× Enhanced A&F | 0.226 | −0.063 | 0.161 | 0.162 | 0.030 | −0.077 | 0.110 | 0.111 | 0.017 | −0.129 | 0.127 | 0.127 | 0.033 |
True estimate.
Empirical standard error.
Mean square error.
Medical Officer.
Audit and feedback.