From: Knowledge-based biomedical word sense disambiguation: comparison of approaches
Word | F Max | Total | MFS | NB | AEC | MRD | PPR s | JDI | CombSW | CombV |
---|---|---|---|---|---|---|---|---|---|---|
adjustment | 62 | 93 | 0.6667 | 0.7634 | 0.6237 | 0.2308 | 0.3226 | 0.6923 | 0.6882 | 0.5269 |
blood pressure | 54 | 100 | 0.5400 | 0.5700 | 0.3700 | 0.4343 | 0.4600 | 0.2020 | 0.3838 | 0.4444 |
cold | 86 | 95 | 0.9053 | 0.9263 | 0.3895 | 0.6044 | 0.9158 | Â | 0.3895 | 0.7895 |
Condition | 90 | 92 | 0.9783 | 0.9783 | 0.7065 | 0.3370 | 0.9121 | 0.8370 | 0.7802 | 0.6923 |
culture | 89 | 100 | 0.8900 | 0.9300 | 0.6000 | 0.8200 | 0.1212 | 0.9700 | 1.0000 | 0.5455 |
degree | 63 | 65 | 0.9692 | 0.9692 | 0.8923 | 0.4923 | 0.9692 | 0.7077 | 0.8769 | 0.8154 |
depression | 85 | 85 | 1.0000 | 1.0000 | 0.9529 | 0.9941 | 0.9294 | 0.9176 | 0.9647 | 0.9882 |
determination | 79 | 79 | 1.0000 | 1.0000 | 0.1392 | 0.9936 | 0.0000 | 1.0000 | 0.9620 | 0.1392 |
discharge | 74 | 78 | 0.9487 | 0.9867 | 0.7067 | 0.9861 | 0.8800 | 0.5556 | 0.7067 | 0.9600 |
energy | 99 | 100 | 0.9900 | 0.9900 | 0.4000 | 0.4536 | 0.1000 | 0.7732 | 0.4600 | 0.5400 |
evaluation | 50 | 100 | 0.5000 | 0.7800 | 0.5000 | 0.5800 | 0.5000 | 0.5800 | 0.5200 | 0.5000 |
extraction | 82 | 87 | 0.9425 | 0.9425 | 0.7471 | 0.2907 | 0.5747 | 0.9535 | 0.9770 | 0.8621 |
failure | 25 | 29 | 0.8621 | 0.8621 | 0.8621 | 0.5862 | 0.8621 | 1.0000 | 0.8621 | 1.0000 |
fat | 71 | 73 | 0.9726 | 0.9726 | 0.8356 | 0.9718 | 0.2029 | 0.9296 | 0.9130 | 0.8406 |
fit | 18 | 18 | 1.0000 | 0.8330 | 0.8889 | 0.8387 | 1.0000 | 1.0000 | 0.8889 | 1.0000 |
fluid | 100 | 100 | 1.0000 | 0.9710 | 0.4800 | 0.6082 | 0.5354 | 0.3608 | 0.4848 | 0.3535 |
frequency | 94 | 94 | 1.0000 | 0.9690 | 0.6064 | 0.9362 | 1.0000 | 0.1809 | 0.6277 | 0.8085 |
ganglion | 93 | 100 | 0.9300 | 0.9500 | 0.8600 | 0.9565 | 0.3838 | 0.9130 | 0.8788 | 0.8586 |
glucose | 91 | 100 | 0.9100 | 0.9100 | 0.7800 | 0.2755 | 0.9200 | 0.7347 | 0.7800 | 0.3900 |
growth | 63 | 100 | 0.6300 | 0.7300 | 0.3700 | 0.6700 | 0.3700 | 0.6500 | 0.5500 | 0.6600 |
immunosuppression | 59 | 100 | 0.5900 | 0.7900 | 0.5700 | 0.4896 | 0.4646 | 0.7083 | 0.5960 | 0.6465 |
implantation | 81 | 98 | 0.8265 | 0.9796 | 0.9490 | 0.8316 | 0.8367 | 0.9053 | 0.9388 | 0.9694 |
inhibition | 98 | 99 | 0.9899 | 0.9899 | 0.8384 | 0.9697 | 0.0101 | 0.9899 | 0.9697 | 0.8283 |
japanese | 73 | 79 | 0.9241 | 0.9241 | 0.6329 | 0.9211 | 0.1646 | 0.8947 | 0.6329 | 0.9367 |
lead | 27 | 29 | 0.9310 | 0.9310 | 0.8276 | 0.3793 | 0.9310 | 0.1724 | 0.8276 | 0.8621 |
man | 58 | 92 | 0.6304 | 0.8696 | 0.6522 | 0.3187 | 0.3187 | Â | 0.6484 | 0.4176 |
mole | 83 | 84 | 0.9881 | 0.9881 | 0.4405 | 0.8916 | 0.8889 | 0.9398 | 1.0000 | 1.0000 |
mosaic | 57 | 97 | 0.5876 | 0.8247 | 0.8144 | 0.5795 | 0.5979 | 0.7273 | 0.8454 | 0.7216 |
nutrition | 45 | 89 | 0.5056 | 0.5506 | 0.3708 | 0.3933 | 0.5056 | 0.4719 | 0.4545 | 0.4318 |
pathology | 85 | 99 | 0.8586 | 0.8586 | 0.6061 | 0.3939 | 0.8404 | 0.8182 | 0.7553 | 0.8298 |
pressure | 96 | 96 | 1.0000 | 0.9580 | 0.5208 | 0.9836 | 0.1042 | 0.8172 | 0.6354 | 0.8750 |
radiation | 61 | 98 | 0.6224 | 0.8367 | 0.7449 | 0.6979 | 0.7551 | 0.7917 | 0.7653 | 0.7653 |
reduction | 9 | 11 | 0.8182 | 0.8182 | 0.9091 | 0.8182 | 0.9091 | 0.8182 | 1.0000 | 0.8182 |
repair | 52 | 68 | 0.7647 | 0.9559 | 0.8529 | 0.8358 | 0.6618 | 0.8358 | 0.8676 | 0.8824 |
resistance | 3 | 3 | 1.0000 | 1.0000 | 1.0000 | 0.3333 | 0.0000 | 1.0000 | 1.0000 | 1.0000 |
scale | 65 | 65 | 1.0000 | 1.0000 | 0.7231 | 0.0615 | 1.0000 | 0.0615 | 0.6875 | 0.6563 |
secretion | 99 | 100 | 0.9900 | 0.9900 | 0.4600 | 0.3535 | 0.9451 | 0.9798 | 0.5814 | 0.9651 |
sensitivity | 49 | 51 | 0.9608 | 0.9608 | 0.7255 | 0.8431 | 0.0196 | 0.2745 | 0.9216 | 0.7255 |
sex | 80 | 100 | 0.8000 | 0.8400 | 0.6000 | 0.5455 | 0.2700 | Â | 0.6000 | 0.5300 |
single | 99 | 100 | 0.9900 | 0.9900 | 0.8900 | 0.0400 | 0.9700 | 0.9300 | 0.8900 | 0.9500 |
strains | 92 | 93 | 0.9892 | 0.9892 | 0.9570 | 0.9780 | 0.6129 | 1.0000 | 0.9892 | 0.9570 |
support | 8 | 10 | 0.8000 | 0.8000 | 1.0000 | 0.3000 | 0.2000 | 0.9000 | 1.0000 | 0.9000 |
surgery | 98 | 100 | 0.9800 | 0.9800 | 0.1900 | 0.9394 | 0.6900 | 0.8990 | 0.4300 | 0.9600 |
transient | 99 | 100 | 0.9900 | 0.9900 | 0.9100 | 0.9900 | 0.9899 | 0.9600 | 0.9485 | 0.9691 |
transport | 93 | 94 | 0.9894 | 1.0000 | 1.0000 | 0.9780 | 0.0106 | 1.0000 | 1.0000 | 0.9787 |
ultrasound | 84 | 100 | 0.8400 | 0.8500 | 0.7400 | 0.6667 | 0.8500 | 0.7813 | 0.8100 | 0.8300 |
variation | 80 | 100 | 0.8000 | 0.9100 | 0.6900 | 0.7600 | 0.8586 | 0.3500 | 0.6465 | 0.8586 |
weight | 29 | 53 | 0.5472 | 0.8491 | 0.6604 | 0.4717 | 0.6444 | Â | 0.6591 | 0.6818 |
white | 49 | 90 | 0.5444 | 0.8111 | 0.5111 | 0.4831 | 0.5393 | 0.6517 | 0.5730 | 0.5843 |
Accuracy all | 68.96 | 81.35 | 0.8550 | 0.8830 | 0.6836 | 0.6389 | 0.5826 | Â | 0.7626 | 0.7601 |
Accuracy JDI set | 69.47 | 81.02 | 0.8669 | 0.9063 | 0.6932 | 0.6526 | 0.5867 | 0.7475 | 0.7794 | 0.7739 |