Table 18.
Feature | Class | Precision | Recall | F-measure |
---|---|---|---|---|
Target words | Non-PHI | 96.90% | 99.87% | 98.36% |
PHI | 96.05% | 49.56% | 65.38% | |
Lexical bigrams | Non-PHI | 97.34% | 99.69% | 98.50% |
PHI | 91.99% | 56.87% | 70.29% | |
Syntactic bigrams | Non-PHI | 97.50% | 99.74% | 98.61% |
PHI | 93.44% | 59.61% | 72.79% | |
POS information | Non-PHI | 96.04% | 99.42% | 97.70% |
PHI | 79.33% | 35.24% | 48.80% | |
Dictionary | Non-PHI | 94.26% | 99.90% | 96.99% |
PHI | 69.70% | 3.79% | 7.19% | |
MeSH | Non-PHI | 94.05% | 100% | 96.93% |
PHI | 0% | 0% | 0% | |
Orthographic | Non-PHI | 96.05% | 99.60% | 97.79% |
PHI | 84.67% | 35.30% | 49.83% |