Table 5.
Simulated lung cancer data with weak and strong random effects
| Effect | Parameter | True Value | B1 | B2 | B3 | Estimate | 95% CI | Pr(Inclusion) |
|---|---|---|---|---|---|---|---|---|
| β 1 | −0.5 | −0.070 | −0.010 | (−0.082, 0.000) | 0.168 | |||
| β 2 | 0.3 | 0.239 | 0.332 | 0.165 | (0.000, 0.494) | 0.609 | ||
| β 3 | 0.5 | 0.312 | 0.408 | 0.334 | 0.323 | (0.000, 0.535) | 0.907 | |
| β 4 | −0.8 | −0.575 | −0.546 | −0.510 | −0.554 | (−0.788, −0.373) | 1.000 | |
| β 5 | 0.3 | 0.320 | 0.348 | 0.301 | 0.335 | (0.201, 0.467) | 1.000 | |
| Σ 00 | 0 | 0.000 | (0.000, 0.000) | 0.022 | ||||
| Weak | Σ 11 | 0.1 | 0.000 | (0.000, 0.000) | 0.001 | |||
| Σ 22 | 0.2 | 0.320 | 0.367 | 0.322 | 0.343 | (0.130, 0.658) | 1.000 | |
| Σ 33 | 0 | 0.000 | (0.000, 0.000) | 0.005 | ||||
| Σ 44 | 0 | 0.000 | (0.000, 0.000) | 0.009 | ||||
| Σ 55 | 0 | 0.001 | (0.000, 0.000) | 0.023 | ||||
| Pr(Selection) | 0.380 | 0.337 | 0.086 | |||||
| β 1 | 1 | 1.155 | 1.330 | 1.253 | 1.200 | (0.921, 1.504) | 1.000 | |
| β 2 | −2 | −2.062 | −2.100 | −2.099 | −2.074 | (−2.297, −1.815) | 1.000 | |
| β 3 | 0 | 0.021 | 0.000 | (0.000, 0.000) | 0.038 | |||
| β 4 | −1 | −0.914 | −1.028 | −0.928 | −0.943 | (−1.117, −0.829) | 1.000 | |
| β 5 | 0 | 0.169 | 0.039 | (0.000, 0.249) | 0.235 | |||
| Σ 00 | 0 | 0.000 | (0.000, 0.000) | 0.001 | ||||
| Strong | Σ 11 | 16/15 | 0.619 | 0.900 | 0.677 | 0.688 | (0.328, 1.346) | 1.000 |
| Σ 22 | 32/15 | 1.548 | 1.341 | 1.550 | 1.492 | (0.707, 2.566) | 1.000 | |
| Σ 33 | 0 | 0.003 | (0.000, 0.000) | 0.027 | ||||
| Σ 44 | 0 | 0.000 | (0.000, 0.000) | 0.001 | ||||
| Σ 55 | 0 | 0.000 | (0.000, 0.000) | 0.001 | ||||
| Pr(Selection) | 0.712 | 0.223 | 0.025 | |||||