| circulatory-failure-on-hirid | LGBM | #2 | AUPRC: 0.389±0.003 |
| circulatory-failure-on-hirid | LGBM ( + hand crafted features) | #3 | AUPRC: 0.388±0.002 |
| circulatory-failure-on-hirid | GRU | #4 | AUPRC: 0.368±0.005 |
| circulatory-failure-on-hirid | TCN | #5 | AUPRC: 0.358±0.006 |
| circulatory-failure-on-hirid | Transformer | #6 | AUPRC: 0.352±0.006 |
| circulatory-failure-on-hirid | LSTM | #7 | AUPRC: 0.322±0.008 |
| circulatory-failure-on-hirid | LR | #8 | AUPRC: 0.305±0.000 |
| icu-mortality-on-hirid | LGBM ( + hand crafted features) | #1 | AUPRC: 0.626±0.000 |
| icu-mortality-on-hirid | Transformer | #2 | AUPRC: 0.610±0.008 |
| icu-mortality-on-hirid | GRU | #3 | AUPRC: 0.603 ±0.016 |
| icu-mortality-on-hirid | TCN | #4 | AUPRC: 0.602±0.011 |
| icu-mortality-on-hirid | LSTM | #5 | AUPRC: 0.600±0.009 |
| icu-mortality-on-hirid | Logistic Regression | #6 | AUPRC: 0.581±0.000 |
| icu-mortality-on-hirid | LGBM | #7 | AUPRC: 0.546±0.008 |
| kidney-function-on-hirid | LGBM ( + hand crafted features) | #1 | MAE: 0.45±0.00 |
| kidney-function-on-hirid | LGBM | #2 | MAE: 0.45±0.00 |
| kidney-function-on-hirid | Transformer | #3 | MAE: 0.48±0.02 |
| kidney-function-on-hirid | GRU | #4 | MAE: 0.49±0.02 |
| kidney-function-on-hirid | LSTM | #5 | MAE: 0.50±0.01 |
| kidney-function-on-hirid | TCN | #6 | MAE: 0.50±0.01 |
| patient-phenotyping-on-hirid | LGBM ( + hand crafted features) | #1 | Balanced Accuracy: 45.8±2.0 |
| patient-phenotyping-on-hirid | Transformer | #2 | Balanced Accuracy: 42.7±1.4 |
| patient-phenotyping-on-hirid | TCN | #3 | Balanced Accuracy: 41.6±2.3 |
| patient-phenotyping-on-hirid | LGBM | #4 | Balanced Accuracy: 40.4±0.8 |
| patient-phenotyping-on-hirid | LSTM | #5 | Balanced Accuracy: 39.5±1.2 |
| patient-phenotyping-on-hirid | GRU | #6 | Balanced Accuracy: 39.2±2.1 |
| patient-phenotyping-on-hirid | Logistic Regression | #7 | Balanced Accuracy: 39.1±0.0 |
| remaining-length-of-stay-on-hirid | LGBM | #1 | MAE: 56.9±0.4 |
| remaining-length-of-stay-on-hirid | LGBM ( + hand crafted features) | #2 | MAE: 57.0±0.3 |
| remaining-length-of-stay-on-hirid | Transformer | #3 | MAE: 59.5±2.8 |
| remaining-length-of-stay-on-hirid | TCN | #4 | MAE: 59.8±2.8 |
| remaining-length-of-stay-on-hirid | GRU | #5 | MAE: 60.6±0.9 |
| remaining-length-of-stay-on-hirid | LSTM | #6 | MAE: 60.7±1.6 |
| respiratory-failure-on-hirid | LGBM ( + hand crafted features) | #1 | AUPRC: 0.604±0.002 |
| respiratory-failure-on-hirid | Transformer | #3 | AUPRC: 0.594±0.003 |
| respiratory-failure-on-hirid | GRU | #4 | AUPRC: 0.592±0.003 |
| respiratory-failure-on-hirid | TCN | #5 | AUPRC: 0.589±0.003 |
| respiratory-failure-on-hirid | LGBM | #6 | AUPRC: 0.585±0.001 |
| respiratory-failure-on-hirid | LSTM | #7 | AUPRC: 0.569±0.003 |
| respiratory-failure-on-hirid | Logistic Regression | #8 | AUPRC: 0.530±0.000 |