Table 6 Precision, recall, and F-measure results for labels and spans
From: An annotation and modeling schema for prescription regimens
Tag | # train | Balanced P & R | Precision Bias | Recall Bias | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
P | R | F | P | R | F | P | R | F | ||
Dispense | 46 | 1.000 | 0.333 | 0.500 | 1.000 | 0.364 | 0.222 | 1.000 | 0.333 | 0.500 |
Dispense_unit | 73 | 0.857 | 0.316 | 0.462 | 1.000 | 0.348 | 0.211 | 1.000 | 0.316 | 0.480 |
Doseamount | 221 | 0.900 | 0.614 | 0.730 | 1.000 | 0.275 | 0.159 | 1.000 | 0.500 | 0.667 |
Doseamount_unit | 202 | 0.921 | 0.761 | 0.833 | 1.000 | 0.386 | 0.239 | 1.000 | 0.630 | 0.773 |
Doseform | 533 | 0.975 | 0.826 | 0.895 | 1.000 | 0.769 | 0.625 | 0.981 | 0.736 | 0.841 |
Duration | 205 | 1.000 | 0.754 | 0.860 | 1.000 | 0.659 | 0.492 | 1.000 | 0.590 | 0.742 |
Duration_unit | 193 | 1.000 | 0.772 | 0.871 | 1.000 | 0.705 | 0.544 | 1.000 | 0.579 | 0.733 |
FREQ | 1329 | 0.978 | 0.735 | 0.840 | 0.990 | 0.683 | 0.522 | 0.977 | 0.700 | 0.816 |
Indication | 319 | 0.879 | 0.296 | 0.443 | 1.000 | 0.310 | 0.184 | 0.852 | 0.235 | 0.368 |
Instruction | 4075 | 0.602 | 0.892 | 0.719 | 1.000 | 0.068 | 0.035 | 0.510 | 0.928 | 0.658 |
Medication | 145 | 1.000 | 0.103 | 0.188 | 1.000 | 0.000 | 0.000 | 1.000 | 0.103 | 0.188 |
PRN | 232 | 1.000 | 0.855 | 0.922 | 1.000 | 0.804 | 0.673 | 1.000 | 0.782 | 0.878 |
Refill | 70 | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 |
Route | 591 | 0.947 | 0.423 | 0.584 | 1.000 | 0.408 | 0.256 | 0.884 | 0.363 | 0.515 |
Strength | 33 | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 |
Strength_unit | 34 | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 |
Sub_status | 112 | 0.929 | 0.500 | 0.650 | 1.000 | 0.000 | 0.000 | 1.000 | 0.462 | 0.632 |
Take | 774 | 0.952 | 0.855 | 0.901 | 0.993 | 0.726 | 0.573 | 0.962 | 0.761 | 0.850 |
Timing | 1359 | 0.979 | 0.634 | 0.770 | 1.000 | 0.506 | 0.339 | 0.908 | 0.564 | 0.696 |
Overall | 10,546 | 0.743 | 0.753 | 0.748 | 0.996 | 0.407 | 0.256 | 0.651 | 0.726 | 0.687 |