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. 2023 Oct 18;23:242. doi: 10.1186/s12874-023-02062-9

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