Table 1.

Simulation scenarios for all eight cases

Case	Scenario	True predictors	True response (L)	P (L = 1)	Predictor
					noise (π)
1	Predictor noise		L1 = (Z4∧Z5)ν(Z5∧Z11)	0.3750	0.05
2				0.3750	0.15
3	Model complexity		L1 = (Z4∧Z5) ν (Z5∧Z11)	0.09375	0.05
4				0.09375	0.15
5			L2 = (Z4∧Z5∧Z21∧!Z45)ν	0.10156	0.05
			(Z5∧Z11∧Z21∧!Z45)ν
6			(Z5∧Z16∧Z21∧Z33∧!Z45)	0.10156	0.15
7	Latent predictora		L3 = (Z4∧Z5) ν (Z5∧Z11∧Z21)	0.3125	0.025
8			L4 = (Z4∧Z5∧Z21) ν (Z5∧Z11∧Z21)	0.1875	0.025

For the latent predictor scenario^a, Z₂₁ represents a latent predictor and is not observed in the data used to construct LR, logicFS, and LF models.