Table 8 Performance of the hierarchical SVM classifiers at Levels 2 and 3.
From: Cost sensitive hierarchical document classification to triage PubMed abstracts for manual curation
Level 1 | Assigned by expert | Level 2: Correct predictions | Level 2: Correct predictions (%) | Level 3: Correct predictions | Level 3: Correct predictions (%) |
|---|---|---|---|---|---|
Allergy | 12 | 11 | 91.7% | 9 | 75.0% |
Autoimmunity | 59 | 58 | 98.3% | 48 | 81.4% |
Infectious Disease | 104 | 98 | 94.2% | 91 | 87.5% |
Transplantation | 9 | n/a | n/a | 8 | 88.9% |
Subtotal | 184 | 167 | 95.4% | 156 | 84.8% |
Cancer | 45 | n/a | n/a | 32 | 71.1% |
HIV | 35 | n/a | n/a | n/a | n/a |
Other | 23 | 19 | 82.6% | 19 | 82.6% |
Subtotal | 103 | 19 | 82.6% | 51 | 75.0% |
Total | 287 | 186 | 93.9% | 207 | 82.1% |