Table 3.
Prediction performance using true positive rate and true negative rate for the six problems.
| Problem | SVMa | RFb | ANNc | DTd | GPe | |||||||||
|
|
TPRf | TNRg | TPR | TNR | TPR | TNR | TPR | TNR | TPR | TNR | ||||
| Mortality | 0.78 | 0.78 | 0.79 | 0.77 | 0.79 | 0.78 | 0.60 | 0.79 | 0.75 | 0.76 | ||||
| Disability | 0.78 | 0.72 | 0.78 | 0.71 | 0.75 | 0.75 | 0.78 | 0.69 | 0.71 | 0.67 | ||||
| Fracture | 0.75 | 0.74 | 0.77 | 0.72 | 0.77 | 0.72 | 0.79 | 0.66 | 0.70 | 0.73 | ||||
| Urgent hospitalization | 0.61 | 0.73 | 0.65 | 0.68 | 0.66 | 0.68 | 0.64 | 0.68 | 0.66 | 0.62 | ||||
| Preventable hospitalization | 0.74 | 0.73 | 0.73 | 0.72 | 0.73 | 0.73 | 0.76 | 0.66 | 0.73 | 0.64 | ||||
| ED admissionh,i | 0.63 | 0.73 | 0.63 | 0.72 | 0.63 | 0.74 | 0.62 | 0.73 | 0.73 | 0.63 | ||||
aSVM: support vector machine.
bRF: random forest.
cANN: artificial neural network.
dDT: decision tree.
eGP: genetic programming.
fTPR: true positive rate.
gTNR: true negative rate.
hED: emergency department.
iwith a red code.