Table 5 Classification performance results for individual ICD10 classes
From: Automatic classification of diseases from free-text death certificates for real-time surveillance
Disease | Precision | Recall | F-measure | Confusion matrix | ||||
|---|---|---|---|---|---|---|---|---|
Classifier | Ground truth | |||||||
- | + | |||||||
Diabetes | E10 | 0.76 | 0.97 | 0.86 | 67774 | 162 | - | |
14 | 520 | + | E10 | |||||
E11 | 0.97 | 0.97 | 0.97 | 65852 | 89 | - | ||
78 | 2451 | + | E11 | |||||
E13 | 0.40 | 0.50 | 0.44 | 68463 | 3 | - | ||
2 | 2 | + | E13 | |||||
E14 | 0.96 | 0.97 | 0.96 | 65521 | 116 | - | ||
97 | 2736 | + | E14 | |||||
Flu | J11 | 0.88 | 0.86 | 0.87 | 68431 | 4 | - | |
5 | 30 | + | J11 | |||||
Pnuemonia | J12 | 1.00 | 0.93 | 0.97 | 68455 | 0 | - | |
1 | 14 | + | J12 | |||||
J13 | 0.79 | 0.55 | 0.65 | 68447 | 3 | - | ||
9 | 11 | + | J13 | |||||
J15 | 0.92 | 0.35 | 0.51 | 68331 | 4 | - | ||
88 | 47 | + | J15 | |||||
J18 | 0.97 | 0.97 | 0.97 | 59480 | 244 | - | ||
286 | 8460 | + | J18 | |||||
Macro-average | 0.85 | 0.78 | 0.80 | |||||
Micro-average | 0.96 | 0.96 | 0.96 | |||||