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. 2023 Jan 9;24:8. doi: 10.1186/s12859-022-05123-w

Table 2.

Scenario II simulation results of binary group variable in the multivariable robust regression model (continuous age and binary group) using pseudo-value approach with 1000 replicates

p n Effect size
5% 10% 20%
Precision Recall F1 Precision Recall F1 Precision Recall F1
20 40 0.75 0.59 0.64 0.90 0.69 0.70 0.98 0.61 0.73
100 0.78 0.70 0.71 0.91 0.72 0.79 0.98 0.74 0.83
200 0.78 0.81 0.78 0.91 0.83 0.86 0.98 0.85 0.91
500 0.76 0.90 0.82 0.90 0.92 0.91 0.98 0.94 0.95
1000 0.75 0.94 0.83 0.89 0.95 0.92 0.97 0.96 0.97
50 40 0.95 0.56 0.70 0.98 0.56 0.71 1.00 0.57 0.72
100 0.95 0.65 0.77 0.98 0.66 0.78 1.00 0.68 0.80
200 0.96 0.75 0.84 0.99 0.75 0.85 1.00 0.77 0.87
500 0.96 0.88 0.92 0.99 0.87 0.92 1.00 0.89 0.94
1000 0.96 0.93 0.94 0.99 0.93 0.96 1.00 0.94 0.97
100 40 0.96 0.55 0.69 0.99 0.55 0.70 0.99 0.55 0.70
100 0.95 0.63 0.75 0.98 0.63 0.76 0.98 0.63 0.76
200 0.96 0.68 0.79 0.99 0.68 0.81 0.99 0.68 0.80
500 0.97 0.77 0.86 0.99 0.77 0.86 0.99 0.77 0.86
1000 0.97 0.87 0.92 0.99 0.86 0.92 0.99 0.86 0.92

Random network is generated at each simulation replicate