Table 2.
Comparison of the performance of different estimation methods of the effect of cumulative exposure to psychosocial stressors at work on blood pressure in the nonparametric plasmode simulation scenario
| Intermittent | Cessation | Onset | Chronic | |
|---|---|---|---|---|
| Bias | ||||
| IPTW | -0.51 | 0.04 | -0.38 | -0.34 | 
| g-computation | -0.59 | -0.42 | -0.39 | -0.14 | 
| TMLE | -0.20 | -0.75 | -0.02 | -0.91 | 
| TMLE+SL | -0.24 | -0.73 | -0.05 | -0.90 | 
| Baseline adjustment | -0.94 | -0.77 | 0.58 | -0.90 | 
| Baseline and Time-varying covariates adjustment | -0.88 | -0.82 | 0.04 | -1.08 | 
| Standard deviation | ||||
| IPTW | 1.02 | 1.49 | 1.16 | 2.93 | 
| g-computation | 0.49 | 0.80 | 0.66 | 0.98 | 
| TMLE | 0.90 | 0.84 | 0.63 | 1.43 | 
| TMLE+SL | 0.90 | 0.84 | 0.63 | 1.42 | 
| Baseline adjustment | 0.65 | 0.89 | 0.64 | 1.45 | 
| aseline and Time-varying covariates adjustment | 0.65 | 0.85 | 0.70 | 1.50 | 
| RMSE | ||||
| IPTW | 1.14 | 1.49 | 1.22 | 2.95 | 
| g-computation | 0.77 | 0.90 | 0.77 | 0.99 | 
| TMLE | 0.92 | 1.12 | 0.63 | 1.70 | 
| TMLE+SL | 0.93 | 1.12 | 0.64 | 1.68 | 
| Baseline adjustment | 1.14 | 1.15 | 0.90 | 1.75 | 
| Baseline and Time-varying covariates adjustment | 1.09 | 1.21 | 0.65 | 1.81 | 
| Coverage of the 95% confidence interval | ||||
| IPTW | 94% | 91% | 93% | 71% | 
| g-computation | 73% | 89% | 89% | 92% | 
| TMLE | 93% | 83% | 94% | 86% | 
| TMLE+SL | 93% | 83% | 94% | 87% | 
| Baseline adjustment | 70% | 74% | 80% | 67% | 
| Baseline and Time-varying covariates adjustment | 71% | 69% | 93% | 65% | 
Legend: IPTW = Inverse probability of treatment weighting, RMSE = root mean squarred error, SL = Super Learner, TMLE = Targeted maximum likelihood