From: Cost sensitive hierarchical document classification to triage PubMed abstracts for manual curation
Level 3 categories | Curatable abstracts | Correct predictions with no cost | No cost category prediction accuracy (%) | Correct predictions with cost sensitivity | Cost sensitivity category prediction accuracy (%) |
---|---|---|---|---|---|
GAD | 148 | 129 | 87.2 | 140 | 94.6 |
HSP | 19 | 17 | 89.5 | 18 | 94.7 |
IA2 | 26 | 21 | 80.8 | 21 | 80.8 |
IGRP | 16 | 12 | 75.0 | 13 | 81.3 |
INSULIN | 126 | 110 | 87.3 | 120 | 95.2 |
OTH | 79 | 42 | 53.2 | 9 | 11.4 |
VAR | 29 | 4 | 13.8 | 3 | 10.3 |
Total | 443 | 335 | 75.6 | 324 | 73.1 |