ICU Treatment Recommendation on MIMIC-III v1.4 (test)
97.68Survival Return (DR)Linearized
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LinearizedUser preference (lambda)=lambda_0 = 1, lambda_1 = 02021.05 | 97.68 | 97.58 | 27.64 | 27.84 | |
| Adv-LinearizedUser preference (lambda)=lambda_0 = 1, lambda_1 = 02021.05 | 91.62 | 92.68 | 15.18 | 13.56 | |
| LinearizedUser preference (lambda)=lambda_0 = 1, lambda_1 = 12021.05 | 87.17 | 89.11 | 2.41 | 1.52 | |
| Adv-LinearizedUser preference (lambda)=lambda_0 = 1, lambda_1 = 12021.05 | 86.77 | 88.58 | 2.53 | 1.57 | |
| S-OPTUser preference (lambda)=lambda_0 = 1, lambda_1 = 12021.05 | 86.77 | 88.58 | 2.53 | 1.57 | |
| H-OPTUser preference (lambda)=lambda_0 = 1, lambda_1 = 12021.05 | 86.37 | 88.03 | 2.58 | 1.43 | |
| H-OPTUser preference (lambda)=lambda_0 = 0, lambda_1 = 12021.05 | 76.54 | 77.55 | 0.09 | 0.05 | |
| S-OPTUser preference (lambda)=lambda_0 = 0, lambda_1 = 12021.05 | 76.07 | 76.87 | 0.07 | 0.04 | |
| Adv-LinearizedUser preference (lambda)=lambda_0 = 0, lambda_1 = 12021.05 | 76.05 | 76.85 | 0.07 | 0.04 | |
| S-OPTUser preference (lambda)=lambda_0 = 0, lambda_1 = 02021.05 | 67.73 | 67.22 | 13.24 | 13.55 | |
| S-OPTUser preference (lambda)=lambda_0 = 1, lambda_1 = 02021.05 | 66.11 | 66.05 | 13.42 | 13.46 | |
| H-OPTUser preference (lambda)=lambda_0 = 1, lambda_1 = 02021.05 | 65.95 | 65.95 | 13.37 | 13.37 | |
| H-OPTUser preference (lambda)=lambda_0 = 0, lambda_1 = 02021.05 | 65.95 | 65.95 | 13.37 | 13.37 | |
| Clinician's (pi_b)User preference (lambda)=N/A2021.05 | 64.78 | 64.78 | 13.58 | 13.58 | |
| Adv-LinearizedUser preference (lambda)=lambda_0 = 0, lambda_1 = 02021.05 | 60.27 | 61.44 | 18.4 | 15.36 | |
| LinearizedUser preference (lambda)=lambda_0 = 0, lambda_1 = 12021.05 | 58.27 | 60.52 | 0.01 | 0.02 | |
| LinearizedUser preference (lambda)=lambda_0 = 0, lambda_1 = 02021.05 | -89.39 | -90.9 | 22.99 | 22.81 |