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. 2018 Apr 18;34(17):2988–2996. doi: 10.1093/bioinformatics/bty306

Table 2.

Type I error rate and power based on simulation results comparing the conventional maximum likelihood method (Wald) and the PML method

All outcome phenotypes
Excluding complete separation
Wald PML # phenotypesa Wald PML # phenotypesa
Null hypothesis (Type I error)
 OR = 1 0.04 0.04 720 0.05 0.04 526
Alternative hypotheses (Power)
 OR = 2 0.62 0.61 11 0.65 0.65 10
 OR = 3 0.83 0.83 11 0.86 0.86 11

Note: Logistic regressions performed with PS adjustment, using PS generated with elastic-net penalty of α = 0.1.

a

Average number of outcome phenotypes remaining in the simulated datasets.