Table 4.
Summary of treatment effect estimates in simulation scenario II, where all patients have a potential treatment initiation time
| True Treatment Effect | Models | Mean | SD | SE | MSE |
|---|---|---|---|---|---|
| −0.5 | Time-dependent treatment | ||||
| Multivariable adjustment | −0.510 | 0.135 | 0.144 | 0.018 | |
| Propensity score adjustment | −0.508 | 0.134 | 0.144 | 0.018 | |
| Sequential propensity score matching | −0.502 | 0.177 | 0.185 | 0.031 | |
| Immortal time period mislabeled | |||||
| Multivariable adjustment | −1.315 | 0.122 | 0.139 | 0.679 | |
| Propensity score weighting | −1.340 | 0.120 | 0.110 | 0.720 | |
| Propensity score matching | −1.341 | 0.151 | 0.157 | 0.730 | |
| Immortal time period excluded | |||||
| Multivariable adjustment | −0.733 | 0.127 | 0.138 | 0.070 | |
| Propensity score weighting | −0.724 | 0.127 | 0.109 | 0.066 | |
| Propensity score matching | −0.725 | 0.150 | 0.156 | 0.073 | |
| −0.2 | Time-dependent treatment | ||||
| Multivariable adjustment | −0.196 | 0.120 | 0.129 | 0.014 | |
| Propensity score adjustment | −0.195 | 0.119 | 0.129 | 0.014 | |
| Sequential propensity score matching | −0.187 | 0.169 | 0.171 | 0.029 | |
| Immortal time period mislabeled | |||||
| Multivariable adjustment | −1.022 | 0.106 | 0.123 | 0.687 | |
| Propensity score weighting | −1.051 | 0.106 | 0.101 | 0.736 | |
| Propensity score matching | −1.052 | 0.140 | 0.143 | 0.745 | |
| Immortal time period excluded | |||||
| Multivariable adjustment | −0.419 | 0.111 | 0.123 | 0.060 | |
| Propensity score weighting | −0.412 | 0.112 | 0.100 | 0.057 | |
| Propensity score matching | −0.413 | 0.138 | 0.142 | 0.064 | |
| 0.0 | Time-dependent treatment | ||||
| Multivariable adjustment | 0.004 | 0.123 | 0.121 | 0.015 | |
| Propensity score adjustment | 0.004 | 0.122 | 0.121 | 0.015 | |
| Sequential propensity score matching | 0.009 | 0.174 | 0.165 | 0.030 | |
| Immortal time period mislabeled | |||||
| Multivariable adjustment | −0.839 | 0.109 | 0.115 | 0.715 | |
| Propensity score weighting | −0.869 | 0.109 | 0.095 | 0.767 | |
| Propensity score matching | −0.869 | 0.140 | 0.136 | 0.775 | |
| Immortal time period excluded | |||||
| Multivariable adjustment | −0.220 | 0.116 | 0.114 | 0.062 | |
| Propensity score weighting | −0.213 | 0.118 | 0.095 | 0.059 | |
| Propensity score matching | −0.214 | 0.139 | 0.135 | 0.065 | |
| 0.2 | Time-dependent treatment | ||||
| Multivariable adjustment | 0.203 | 0.116 | 0.113 | 0.013 | |
| Propensity score adjustment | 0.204 | 0.115 | 0.113 | 0.013 | |
| Sequential propensity score matching | 0.205 | 0.169 | 0.159 | 0.028 | |
| Immortal time period mislabeled | |||||
| Multivariable adjustment | −0.659 | 0.103 | 0.108 | 0.748 | |
| Propensity score weighting | −0.690 | 0.103 | 0.091 | 0.802 | |
| Propensity score matching | −0.690 | 0.136 | 0.130 | 0.811 | |
| Immortal time period excluded | |||||
| Multivariable adjustment | −0.023 | 0.110 | 0.107 | 0.062 | |
| Propensity score weighting | −0.017 | 0.112 | 0.091 | 0.060 | |
| Propensity score matching | −0.018 | 0.133 | 0.129 | 0.065 |
Definition of abbreviations: MSE = mean squared error; SD = standard deviation; SE = standard error.