Table 2 Model metrics: Firearm suicide
From: Neighborhood predictors of suicide and firearm suicide in Detroit, Michigan
Model | AIC | AUC | Sens | Spec | AUPRC | Balanced Accur |
|---|---|---|---|---|---|---|
Random Forest | – | 0.5423 | 0.1000 | 0.8955 | 0.0921 | 0.4977 |
XGBoost | – | 0.5887 | 0.0488 | 0.9317 | 0.1043 | 0.4902 |
Model 1, all vars | 1427.1 | 0.6536 | 0 | 1 | 0.1512 | 0.5000 |
Model 2, selected vars | 1378.8 | 0.6105 | 0 | 1 | 0.1217 | 0.5000 |
Model 3, offset, all vars | 1419.2 | 0.6556 | 0 | 1 | 0.1522 | 0.5000 |
Model 4, offset, selected vars | 1369.0 | 0.6224 | 0 | 1 | 0.1402 | 0.5000 |