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. 2021 Mar 17;49(9):2389–2402. doi: 10.1080/02664763.2021.1895087

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
a

True estimate.

b

Empirical standard error.

c

Mean square error.

d

Medical Officer.

e

Audit and feedback.