Table 9 Model metrics: Suicide
From: Neighborhood predictors of suicide and firearm suicide in Detroit, Michigan
Model | AIC | AUC | Sens | Spec | AUPRC | Balanced Accur |
|---|---|---|---|---|---|---|
Random Forest | – | 0.5902 | 0.2500 | 0.8505 | 0.1912 | 0.5502 |
XGBoost | – | 0.5306 | 0.2639 | 0.7868 | 0.1996 | 0.5253 |
Model 1, all vars | 1995.7 | 0.6514 | 0 | 1 | 0.2170 | 0.5000 |
Model 2, selected vars | 1931.7 | 0.6330 | 0 | 1 | 0.2129 | 0.5000 |
Model 3, offset, all vars | 1989.1 | 0.6483 | 0 | 1 | 0.2226 | 0.5000 |
Model 4, offset, selected vars | 1927.9 | 0.6273 | 0 | 1 | 0.2139 | 0.5000 |