Hypoxemia severity prediction on Study Dataset (test)
87.2PrecisionGRU
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GRUModel Type=Sequential2024.10 | 87.2 | 90.16 | 98.53 | 87.99 | 85 | 91 | 87 | 96 | 96 | 96 | 0.898 | 99.5 | 94.5 | |
| LSTMModel Type=Sequential2024.10 | 86.61 | 90.15 | 98.21 | 87.68 | 85 | 91 | 87 | 96 | 95 | 96 | 0.8907 | 99.5 | 93.25 | |
| XGBoostOptimization=HyperOpt TPE, Objective=AUC2024.10 | 85 | 90.75 | 98.25 | 87 | 85 | 91 | 87 | 95 | 95 | 95 | 0.8851 | 99.5 | 93.25 | |
| CatBoostOptimization=HyperOpt TPE, Objective=AUC2024.10 | 85 | 90.75 | 98.25 | 87 | 85 | 91 | 87 | 96 | 96 | 96 | 0.8894 | 99.5 | 93.25 | |
| LightGBMOptimization=HyperOpt TPE, Objective=LogLoss2024.10 | 85 | 88.5 | 95.25 | 87 | 85 | 91 | 87 | 96 | 96 | 96 | 0.8866 | 99.5 | 93.25 |