Table 4.
Performance of SVM model in training and test set
Models | Total patients | Positive patients | AUC | AUC(95% CI) | ACC | SEN | SPE | |
---|---|---|---|---|---|---|---|---|
Training set | Gram-positive bacterial pneumonia model | 311 | 98 | 0.72 | (0.63,0.81) | 0.72 | 0.42 | 0.86 |
Gram-negative bacterial pneumonia | 311 | 127 | 0.71 | (0.61,0.80) | 0.66 | 0.72 | 0.63 | |
Atypical bacterial pneumonia | 311 | 86 | 0.80 | (0.72,0.88) | 0.78 | 0.57 | 0.86 | |
Average | 311 | 311 | 0.75 | (0.65,0.83) | 0.58 | 0.57 | 0.78 | |
Test set | Gram-positive bacterial pneumonia | 78 | 24 | 0.68 | (0.58,0.75) | 0.69 | 0.29 | 0.87 |
Gram-negative bacterial pneumonia | 78 | 32 | 0.66 | (0.58,0.76) | 0.56 | 0.72 | 0.46 | |
Atypical bacterial pneumonia | 78 | 22 | 0.80 | (0.67,0.85) | 0.82 | 0.55 | 0.93 | |
Average | 78 | 78 | 0.73 | (0.61,0.79) | 0.54 | 0.52 | 0.75 |
Positive patients refers to the number of patients with each group of bacterial pneumonia
AUC area under the curve, ACC accuracy, SEN sensitivity, SPE specificity