Glucose Regulation on Various Clinical and Simulation Cohorts
89.56TIRBioinspired RL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Bioinspired RLRF=Homeostatic, Action Support=Basal + Bolus, Meal Ann.=No, Cohort Size (#N)=202026.04 | 89.56 | 9.49 | 0.95 | |
| GUIDE (CQL-BC)RF=Custom, Action Support=Bolus + Carb + Timing, Meal Ann.=Yes, Cohort Size (#N)=252026.04 | 85.49 | 13.97 | 0.53 | |
| Deep RLRF=Magni, Action Support=Basal + Bolus, Meal Ann.=No, Cohort Size (#N)=302026.04 | 77.36 | 22.45 | 0.19 | |
| G2P2CRF=Custom, Action Support=Basal + Bolus, Meal Ann.=No, Cohort Size (#N)=302026.04 | 72.69 | 24.1 | 1.21 | |
| Dual PPORF=Parabolic, Action Support=Basal + Bolus, Meal Ann.=Yes, Cohort Size (#N)=102026.04 | 69.3 | 18.71 | 1.99 | |
| PIDRF=N/A, Action Support=Basal + Bolus, Meal Ann.=Yes, Cohort Size (#N)=302026.04 | 68.2 | 35.9 | 1.7 | |
| BCQRF=Magni, Action Support=Basal, Meal Ann.=Yes, Cohort Size (#N)=302026.04 | 65.8 | 33.2 | 1 | |
| MBRLRF=Kovatchev, Action Support=Bolus, Meal Ann.=No, Cohort Size (#N)=92026.04 | 65.63 | — | — | |
| TD3-BCRF=Magni, Action Support=Basal, Meal Ann.=Yes, Cohort Size (#N)=302026.04 | 65.3 | 34.5 | 0.2 | |
| SACRF=Exponential, Action Support=Basal + Bolus, Meal Ann.=Yes, Cohort Size (#N)=302026.04 | 64.1 | 38.8 | 3.7 | |
| Single PPORF=Magni, Action Support=Basal + Bolus, Meal Ann.=Yes, Cohort Size (#N)=102026.04 | 62.42 | 34.93 | 2.65 | |
| CQLRF=Magni, Action Support=Basal, Meal Ann.=Yes, Cohort Size (#N)=302026.04 | 56.2 | 43.7 | 0.1 |