Table 9. Performance of different feature combinations using automatically predicted medical concepts.
Explicit recognizer | Implicit recognizer | Micro | INC | |||||
No | P | R | F | P | R | F | F | |
Baseline | 0.8123 | 0.7043 | 0.7545 | 0.8217 | 0.6282 | 0.7120 | 0.7443 | / |
DF1 | 0.8105 | 0.7452 | 0.7765 | 0.8233 | 0.6427 | 0.7219 | 0.7636 | 0.0193 |
DF1+DF2 | 0.8116 | 0.7582 | 0.7840 | 0.8304 | 0.6491 | 0.7286 | 0.7710 | 0.0267 |
DF1+DF2+CF | 0.8256 | 0.7599 | 0.7914 | 0.8362 | 0.6578 | 0.7363 | 0.7784 | 0.0341 |
DF1+DF2+CF+WF1 | 0.8495 | 0.7781 | 0.8122 | 0.8452 | 0.6687 | 0.7467 | 0.7967 | 0.0524 |
DF1+DF2+CF+WF1+WF2 | 0.8487 | 0.7826 | 0.8143 | 0.8501 | 0.6742 | 0.7200 | 0.7992 | 0.0549 |
DF1+DF2+CF+WF1+WF2+WF3 | 0.8494 | 0.7854 | 0.8160 | 0.8517 | 0.6749 | 0.7531 | 0.8012 | 0.0569 |
DF1+DF2+CF+WF1+WF2+WF3+HF | 0.8509 | 0.7796 | 0.8137 | 0.8695 | 0.6893 | 0.7690 | 0.8031 | 0.0588 |
*Inc is increment compared with baseline.