Table 5.
AU-ROC performance scores (with confidence interval) examining the consistency of the predictive models from the WDGMC CRC survival data and across the three simulated datasets used for model validation.
| Model | WDGMC (N = 680) | Sim_Data (N = 680) | Sim_Data (N = 3,400) | Sim_Data (N = 6,800) |
|---|---|---|---|---|
| AUC (95% CI) | AUC (95% CI) | AUC (95% CI) | AUC (95% CI) | |
| LR | 0.816 (0.776–0.856) | 0.912 (0.893–0.930) | 0.907 (0.897–0.916) | 0.911 (0.905–0.918) |
| NB | 0.811 (0.771–0.850) | 0.907 (0.891–0.923) | 0.904 (0.893–0.914) | 0.907 (0.901–0.914) |
| C5.0 | 0.811 (0.771–0.855) | 0.902 (0.886–0.917) | 0.906 (0.897–0.914) | 0.911 (0.904–0.918) |
| RF | 0.806 (0.769–0.843) | 0.893 (0.876–0.909) | 0.900 (0.890–0.910) | 0.907 (0.900–0.914) |
| SVM | 0.806 (0.734–0.847) | 0.910 (0.893–0.927) | 0.907 (0.897–0.916) | 0.911 (0.904–0.917) |
| ANN | 0.818 (0.781–0.856) | 0.911 (0.893–0.929) | 0.909 (0.900–0.918) | 0.913 (0.907–0.920) |