From: Dynamic prediction of hospital admission with medical claim data
Models | AUC at the 60th day | AUC at the 180th day | Harrell’s C statistics |
---|---|---|---|
Batch-mode RSF | 0.67a (0.61,0.72)b | 0.66 (0.63,0.70) | 0.67 (0.63,0.71) |
Batch-mode Cox1 | 0.72 (0.65,0.76) | 0.72 (0.69,0.76) | 0.72 (0.69,0.76) |
Cox1 with 1 window | 0.63 (0.63,0.74) | 0.70 (0.66,0.74) | 0.71 (0.67,0.74) |
PLS with 1 window2 | NA | NA | 0.71 (0.67,0.74) |
DRSF with 1 window | 0.61 (0.55,0.67) | 0.65 (0.61,0.69) | 0.68 (0.64,0.71) |
DRSF with 2 windows | 0.67 (0.62,0.71) | 0.68 (0.65,0.71) | 0.70 (0.67,0.72) |
DRSF with 3 windows | 0.69 (0.66,0.72) | 0.68 (0.63,0.72) | 0.70 (0.67,0.73) |
DRSF with 4 windows | 0.67 (0.63,0.72) | 0.7 (0.67,0.73) | 0.70 (0.67,0.73) |
DRSF with 5 windows | 0.71 (0.66,0.75) | 0.71 (0.68,0.74) | 0.71 (0.68,0.74) |