Benzodiazepine Usage Prediction on Benzodiazepine Usage (Actigraphy) (test)
77.1AUC (n=500)PAT-L
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PAT-LParams=1.99M2024.11 | 77.1 | 76.5 | 76 | 77.1 | 76.7 | |
| PAT Conv-LParams=1.99M2024.11 | 76.3 | 75.6 | 75.4 | 77.3 | 76.2 | |
| PAT Conv-MParams=1.00M2024.11 | 75.3 | 75.6 | 76 | 77.3 | 76.1 | |
| PAT-MParams=1.00M2024.11 | 74.3 | 74.5 | 74.2 | 74.5 | 74.4 | |
| PAT Conv-SParams=287K2024.11 | 73.7 | 71.1 | 72.2 | 73.5 | 72.6 | |
| PAT-SParams=287K2024.11 | 70.6 | 71.8 | 67.7 | 70.3 | 70.1 | |
| CNN-3DParams=790K2024.11 | 68.3 | 69.3 | 69.3 | 70.3 | 69.3 | |
| ScratchTransformer-LParams=1.99M2024.11 | 68.1 | 66.1 | 62.5 | 63.2 | 65 | |
| ScratchTransformer-MParams=1.00M2024.11 | 67.7 | 65.5 | 64.4 | 64.4 | 65.5 | |
| CNN-3D (Smoothed)Params=790K2024.11 | 67.7 | 69.5 | 69.6 | 71.9 | 69.7 | |
| ScratchTransformer-SParams=287K2024.11 | 67.5 | 66.5 | 63.4 | 63.3 | 65.2 | |
| Wavelet TransformParams=10K2024.11 | 67.4 | 62.5 | 59.8 | 58.3 | 62 | |
| ConvLSTM (Smoothed)Params=1.76M2024.11 | 66.6 | 68 | 65.3 | 67.1 | 66.7 | |
| ConvLSTMParams=1.76M2024.11 | 66.3 | 68.1 | 65 | 67.7 | 66.8 | |
| CNN-1D (Smoothed)Params=10K2024.11 | 63.3 | 63.4 | 64.4 | 64.6 | 63.9 | |
| CNN-1DParams=10K2024.11 | 62.1 | 63 | 64 | 63.7 | 63.2 | |
| LSTM (Smoothed)Params=15K2024.11 | 50.6 | 50.8 | 48.2 | 49.9 | 49.9 | |
| LSTMParams=15K2024.11 | 50.1 | 48.7 | 47.4 | 51.2 | 49.3 |