TABLE A1.
The mean relative bias (MRB), the root mean squared error (RMSE), average interval width and empirical coverage of the 95% CI of coefficients estimates and subject-level variance estimate for the univariate analysis in Configuration 3 with intermittent missing data pattern. The incomplete predictors are marked in bold.
| Estimates | Metrics | FCS-Standard (LM) | FCS-Standard (PMM) | FCS-Standard (Poisson) | FCS-LMM-latent | FCS-GLMM (Gauss.) | FCS-GLMM (Poisson) | JM-General Location | JM-MLMM (common) | JM-MLMM (random) | JM-MGLMM |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Intercept |
MRB | −0.018 | −0.031 | 0.080 | −0.045 | 0.039 | 0.086 | 0.153 | 0.101 | 0.170 | 0.224 |
| RMSE | 0.170 | 0.176 | 0.166 | 0.201 | 0.236 | 0.219 | 0.252 | 0.480 | 0.535 | 0.255 | |
| Width | 1.170 | 1.154 | 1.149 | 1.123 | 1.027 | 1.009 | 1.075 | 1.116 | 1.170 | 1.026 | |
| Coverage(%) | 100 | 100 | 100 | 99 | 100 | 99 | 97 | 76 | 67 | 99 | |
|
Comorbidity Index |
MRB | 0.046 | 0.011 | 0.027 | −0.099 | 0.002 | −0.027 | 0.050 | −0.001 | −0.197 | −0.332 |
| RMSE | 0.026 | 0.029 | 0.152 | 0.046 | 0.060 | 0.141 | 0.027 | 0.041 | 0.116 | 0.239 | |
| Width | 0.127 | 0.127 | 0.115 | 0.122 | 0.112 | 0.106 | 0.113 | 0.124 | 0.120 | 0.089 | |
| Coverage(%) | 98 | 96 | 0 | 85 | 44 | 0 | 95 | 90 | 3 | 0 | |
|
BMI |
MRB | −0.036 | −0.050 | −0.401 | −0.112 | −0.153 | −0.371 | −0.017 | −0.099 | −0.301 | −0.634 |
| RMSE | 0.004 | 0.004 | 0.005 | 0.004 | 0.004 | 0.006 | 0.005 | 0.010 | 0.010 | 0.011 | |
| Width | 0.030 | 0.030 | 0.029 | 0.029 | 0.026 | 0.026 | 0.027 | 0.029 | 0.033 | 0.024 | |
| Coverage(%) | 100 | 100 | 99 | 100 | 100 | 99 | 99 | 94 | 98 | 62 | |
|
Paid assistive devices |
MRB | 0.031 | 0.089 | 0.185 | −0.089 | −0.247 | −0.154 | −0.140 | 0.085 | −0.126 | 0.120 |
| RMSE | 0.041 | 0.036 | 0.035 | 0.043 | 0.025 | 0.025 | 0.048 | 0.026 | 0.077 | 0.122 | |
| Width | 0.183 | 0.185 | 0.181 | 0.172 | 0.159 | 0.158 | 0.154 | 0.167 | 0.167 | 0.146 | |
| Coverage(%) | 96 | 99 | 100 | 94 | 100 | 100 | 88 | 99 | 63 | 1 | |
| Age |
MRB | −0.013 | −0.018 | −0.001 | −0.043 | −0.053 | −0.047 | −0.007 | −0.120 | −0.132 | 0.057 |
| RMSE | 0.015 | 0.015 | 0.014 | 0.025 | 0.017 | 0.014 | 0.017 | 0.029 | 0.025 | 0.016 | |
| Width | 0.111 | 0.111 | 0.110 | 0.109 | 0.098 | 0.098 | 0.106 | 0.110 | 0.108 | 0.102 | |
| Coverage(%) | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 99 | 99 | 100 | |
| Gender |
MRB | −0.051 | −0.052 | −0.241 | −0.254 | −0.212 | −0.298 | −0.088 | −0.268 | −0.350 | −0.458 |
| RMSE | 0.040 | 0.041 | 0.077 | 0.076 | 0.067 | 0.088 | 0.052 | 0.081 | 0.102 | 0.132 | |
| Width | 0.311 | 0.307 | 0.304 | 0.299 | 0.272 | 0.272 | 0.293 | 0.305 | 0.301 | 0.280 | |
| Coverage(%) | 100 | 100 | 98 | 100 | 99 | 94 | 100 | 99 | 95 | 62 | |
| Self-rated health |
MRB | −0.002 | 0.011 | 0.354 | 0.000 | 0.000 | 0.217 | 0.014 | 0.068 | 0.287 | 0.668 |
| RMSE | 0.022 | 0.022 | 0.073 | 0.018 | 0.019 | 0.047 | 0.026 | 0.023 | 0.061 | 0.135 | |
| Width | 0.160 | 0.160 | 0.159 | 0.157 | 0.141 | 0.140 | 0.151 | 0.159 | 0.161 | 0.141 | |
| Coverage(%) | 100 | 100 | 66 | 100 | 100 | 94 | 99 | 100 | 87 | 0 | |
| Have med. bill paid off overtime |
MRB | −0.035 | −0.046 | 0.010 | −0.204 | −0.108 | −0.072 | −0.033 | −0.233 | −0.195 | 0.092 |
| RMSE | 0.059 | 0.059 | 0.062 | 0.048 | 0.051 | 0.055 | 0.093 | 0.059 | 0.076 | 0.091 | |
| Width | 0.481 | 0.481 | 0.473 | 0.469 | 0.424 | 0.419 | 0.453 | 0.478 | 0.473 | 0.444 | |
| Coverage(%) | 100 | 100 | 100 | 100 | 100 | 100 | 97 | 100 | 100 | 100 | |
| Took prescribed med. |
MRB | 0.031 | 0.039 | 0.429 | 0.081 | 0.261 | 0.495 | −0.129 | −0.247 | 0.081 | 1.055 |
| RMSE | 0.104 | 0.101 | 0.165 | 0.065 | 0.111 | 0.168 | 0.215 | 0.105 | 0.081 | 0.331 | |
| Width | 0.722 | 0.722 | 0.710 | 0.677 | 0.632 | 0.630 | 0.658 | 0.682 | 0.683 | 0.637 | |
| Coverage(%) | 100 | 99 | 98 | 100 | 100 | 99 | 97 | 100 | 100 | 47 | |
| Time |
MRB | 0.009 | 0.016 | −0.191 | −0.091 | −0.143 | −0.260 | −0.083 | 0.510 | 0.473 | −0.594 |
| RMSE | 0.017 | 0.018 | 0.025 | 0.016 | 0.029 | 0.021 | 0.024 | 0.017 | 0.020 | 0.019 | |
| Width | 0.110 | 0.111 | 0.110 | 0.105 | 0.105 | 0.104 | 0.098 | 0.109 | 0.108 | 0.102 | |
| Coverage(%) | 100 | 100 | 99 | 100 | 95 | 99 | 97 | 100 | 99 | 100 | |
| Random effect |
MRB | −0.027 | −0.027 | −0.041 | −0.018 | −0.297 | −0.305 | −0.010 | 0.007 | −0.017 | −0.099 |
| RMSE | 0.053 | 0.055 | 0.063 | 0.042 | 0.338 | 0.346 | 0.067 | 0.038 | 0.042 | 0.120 | |
| Width | 0.256 | 0.257 | 0.257 | 0.247 | 0.232 | 0.232 | 0.219 | 0.250 | 0.253 | 0.225 | |
| Coverage(%) | 98 | 97 | 96 | 100 | 0 | 0 | 90 | 100 | 100 | 53 |