Table 4 Confusion matrix
(n = 7733) | AUC* | CI† | Sensitivity (%) | Specificity (%) | ||
|---|---|---|---|---|---|---|
Logistic Regression | 1-Year HF hospitalisation | 0.7099 | 0.6822 | 0.7375 | 61.4 | 73.6 |
Random forest | 1-Year HF hospitalisation | 0.7075 | 0.6815 | 0.7335 | 62.3 | 68.1 |
Neural network | 1-Year HF hospitalisation | 0.7319 | 0.7061 | 0.7577 | 71.9 | 63.9 |
Elastic net | 1-Year HF hospitalisation | 0.7320 | 0.7066 | 0.7575 | 71.0 | 66.3 |
Logistic regression | 3-Years HF hospitalisation | 0.7255 | 0.7088 | 0.7422 | 71.5 | 62.0 |
Random forest | 3-Years HF hospitalisation | 0.7045 | 0.6874 | 0.7217 | 73.1 | 57.8 |
Neural network | 3-Years HF hospitalisation | 0.7313 | 0.7147 | 0.7479 | 67.3 | 68.9 |
Elastic net | 3-Years HF hospitalisation | 0.7330 | 0.7165 | 0.7495 | 67.8 | 67.7 |
Logistic regression | 1-Year all-cause mortality | 0.7746 | 0.7568 | 0.7923 | 78.0 | 63.4 |
Random forest | 1-Year all-cause mortality | 0.7649 | 0.7471 | 0.7827 | 59.8 | 80.1 |
Neural network | 1-Year all-cause mortality | 0.7664 | 0.7483 | 0.7845 | 76.7 | 62.6 |
Elastic net | 1-Year all-cause mortality | 0.7866 | 0.7691 | 0.8040 | 74.2 | 69.7 |
Logistic regression | 3-Years all-cause mortality | 0.7897 | 0.7790 | 0.8003 | 79.2 | 63.1 |
Random forest | 3-Years all-cause mortality | 0.7639 | 0.7527 | 0.7751 | 71.8 | 67.8 |
Neural network | 3-Years all-cause mortality | 0.7817 | 0.7709 | 0.7925 | 75.0 | 67.1 |
Elastic net | 3-Years all-cause mortality | 0.7911 | 0.7805 | 0.8017 | 64.4 | 78.1 |