|  | Accuracy | Recall | Precision | AUROC | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Outcome | Model | M | SD | LB | UB | M | SD | LB | UB | M | SD | LB | UB | M | SD | LB | UB |
90-D Composite Complications | AB | 0.86 | 0.001 | 0.86 | 0.87 | 0.57 | 0.001 | 0.57 | 0.58 | 0.08 | 0.000 | 0.07 | 0.08 | 0.72 | 0.14 | 0.000 | 0.13 |
Xg Boost | 0.74 | 0.002 | 0.74 | 0.75 | 0.65 | 0.002 | 0.64 | 0.65 | 0.003 | 0.000 | 0.003 | 0.003 | 0.70 | 0.01 | 0.000 | 0.01 | |
LR | 0.81 | 0.008 | 0.79 | 0.83 | 0.35 | 0.008 | 0.34 | 0.37 | 0.06 | 0.001 | 0.061 | 0.067 | 0.59 | 0.107 | 0.002 | 0.10 | |
RF | 0.80 | 0.001 | 0.80 | 0.81 | 0.40 | 0.001 | 0.39 | 0.40 | 0.11 | 0.000 | 0.113 | 0.114 | 0.62 | 0.18 | 0.001 | 0.17 | |
SVM | 0.63 | 0.009 | 0.63 | 0.64 | 0.59 | 0.006 | 0.58 | 0.59 | 0.03 | 0.001 | 0.03 | 0.03 | 0.61 | 0.01 | 0.61 | 0.61 | |
1 LAYER NN | 0.88 | 0.21 | 0.87 | 0.89 | 0.23 | 0.28 | 0.21 | 0.24 | 0.04 | 0.060 | 0.03 | 0.04 | 0.56 | 0.07 | 0.56 | 0.56 | |
5 LAYER NN | 0.88 | 0.21 | 0.87 | 0.90 | 0.22 | 0.28 | 0.20 | 0.24 | 0.04 | 0.07 | 0.03 | 0.04 | 0.56 | 0.07 | 0.55 | 0.56 | |
30-D Mortality | AB | 0.76 | 0.002 | 0.75 | 0.77 | 0.66 | 0.002 | 0.65 | 0.66 | 0.05 | 0.000 | 0.050 | 0.051 | 0.71 | 0.09 | 0.001 | 0.09 |
Xg Boost | 0.74 | 0.001 | 0.74 | 0.75 | 0.67 | 0.002 | 0.66 | 0.67 | 0.003 | 0.000 | 0.003 | 0.003 | 0.70 | 0.005 | 0.000 | 0.09 | |
LR | 0.60 | 0.004 | 0.59 | 0.61 | 0.61 | 0.003 | 0.60 | 0.62 | 0.05 | 0.000 | 0.046 | 0.047 | 0.61 | 0.09 | 0.001 | 0.085 | |
RF | 0.61 | 0.001 | 0.61 | 0.62 | 0.62 | 0.001 | 0.61 | 0.62 | 0.08 | 0.000 | 0.079 | 0.080 | 0.62 | 0.14 | 0.000 | 0.14 | |
SVM | 0.09 | 0.66 | 0.67 | 0.68 | 0.72 | 0.07 | 0.72 | 0.73 | 0.00 | 0.000 | 0.00 | 0.00 | 0.69 | 0.03 | 0.69 | 0.70 | |
1 LAYER NN | 0.89 | 0.22 | 0.88 | 0.91 | 0.30 | 0.34 | 0.28 | 0.32 | 0.00 | 0.006 | 0.00 | 0.00 | 0.60 | 0.12 | 0.59 | 0.60 | |
5 LAYER NN | 0.89 | 0.22 | 0.88 | 0.91 | 0.29 | 0.34 | 0.27 | 0.31 | 0.00 | 0.006 | 0.00 | 0.00 | 0.59 | 0.12 | 0.59 | 0.60 | |
30-D Readmission | AB | 0.88 | 0.001 | 0.88 | 0.88 | 0.57 | 0.001 | 0.56 | 0.57 | 0.09 | 0.000 | 0.087 | 0.089 | 0.73 | 0.153 | 0.000 | 0.15 |
Xg Boost | 0.95 | 0.000 | 0.95 | 0.95 | 0.33 | 0.001 | 0.32 | 0.33 | 0.01 | 0.000 | 0.007 | 0.007 | 0.64 | 0.01 | 0.000 | 0.01 | |
LR | 0.84 | 0.001 | 0.84 | 0.85 | 0.32 | 0.002 | 0.31 | 0.32 | 0.07 | 0.000 | 0.069 | 0.070 | 0.59 | 0.11 | 0.000 | 0.11 | |
RF | 0.82 | 0.001 | 0.81 | 0.82 | 0.39 | 0.002 | 0.38 | 0.39 | 0.12 | 0.000 | 0.11 | 0.12 | 0.62 | 0.18 | 0.001 | 0.18 | |
SVM | 0.62 | 0.03 | 0.61 | 0.63 | 0.60 | 0.009 | 0.60 | 0.61 | 0.05 | 0.003 | 0.05 | 0.05 | 0.61 | 0.02 | 0.60 | 0.62 | |
1 LAYER NN | 0.87 | 0.21 | 0.86 | 0.88 | 0.16 | 0.25 | 0.15 | 0.18 | 0.03 | 0.05 | 0.03 | 0.04 | 0.53 | 0.04 | 0.53 | 0.53 | |
5 LAYER NN | 0.87 | 0.21 | 0.86 | 0.89 | 0.16 | 0.25 | 0.14 | 0.18 | 0.03 | 0.05 | 0.03 | 0.04 | 0.53 | 0.04 | 0.53 | 0.53 | |
90-D Readmission | AB | 0.87 | 0.001 | 0.86 | 0.87 | 0.58 | 0.001 | 0.57 | 0.58 | 0.08 | 0.000 | 0.081 | 0.083 | 0.73 | 0.14 | 0.001 | 0.14 |
Xg Boost | 0.77 | 0.001 | 0.77 | 0.78 | 0.69 | 0.001 | 0.68 | 0.69 | 0.003 | 0.000 | 0.003 | 0.003 | 0.73 | 0.01 | 0.000 | 0.01 | |
LR | 0.78 | 0.01 | 0.75 | 0.81 | 0.41 | 0.02 | 0.38 | 0.44 | 0.06 | 0.001 | 0.05 | 0.06 | 0.60 | 0.10 | 0.001 | 0.10 | |
RF | 0.75 | 0.01 | 0.72 | 0.77 | 0.46 | 0.02 | 0.43 | 0.50 | 0.10 | 0.001 | 0.09 | 0.10 | 0.61 | 0.16 | 0.001 | 0.16 | |
SVM | 0.62 | 0.03 | 0.61 | 0.63 | 0.62 | 0.03 | 0.60 | 0.63 | 0.08 | 0.01 | 0.08 | 0.08 | 0.61 | 0.02 | 0.60 | 0.62 | |
1 LAYER NN | 0.87 | 0.20 | 0.86 | 0.88 | 0.16 | 0.24 | 0.15 | 0.18 | 0.05 | 0.06 | 0.05 | 0.06 | 0.53 | 0.04 | 0.53 | 0.53 | |
5 LAYER NN | 0.86 | 0.20 | 0.85 | 0.87 | 0.16 | 0.25 | 0.14 | 0.17 | 0.05 | 0.07 | 0.05 | 0.06 | 0.53 | 0.04 | 0.53 | 0.53 |