Table 6. Performance of different feature combinations using gold standard medical concepts.
Explicit recognizer | Implicit recognizer | Micro | INC | |||||
No | P | R | F | P | R | F | F | |
Baseline | 0.9168 | 0.7839 | 0.8452 | 0.9206 | 0.6919 | 0.7900 | 0.8320 | / |
DF1 | 0.9088 | 0.8296 | 0.8674 | 0.9224 | 0.7094 | 0.8020 | 0.8520 | 0.0200 |
DF1+DF2 | 0.9108 | 0.8439 | 0.8761 | 0.9299 | 0.7160 | 0.8091 | 0.8604 | 0.0284 |
DF1+DF2+CF | 0.9234 | 0.8469 | 0.8835 | 0.9361 | 0.7248 | 0.8170 | 0.8678 | 0.0358 |
DF1+DF2+CF+WF1 | 0.9396 | 0.8667 | 0.9017 | 0.9463 | 0.7391 | 0.8300 | 0.8848 | 0.0528 |
DF1+DF2+CF+WF1+WF2 | 0.9451 | 0.8735 | 0.9079 | 0.9484 | 0.7415 | 0.8327 | 0.8901 | 0.0581 |
DF1+DF2+CF+WF1+WF2+WF3 | 0.9481 | 0.8776 | 0.9114 | 0.9505 | 0.7455 | 0.8356 | 0.8936 | 0.0616 |
DF1+DF2+CF+WF1+WF2+WF3+HF | 0.9481 | 0.8776 | 0.9114 | 0.9686 | 0.7631 | 0.8537 | 0.8978 | 0.0658 |
*Inc is increment compared with baseline.