From: De-identifying Spanish medical texts - named entity recognition applied to radiology reports
Training set | Validation set | Test set | MEDDOCAN | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Precision | Recall | F1 | Precision | Recall | F1 | Precision | Recall | F1 | Precision | Recall | F1 | |
CAB | 98.57 | 97.99 | 98.28 | 96.82 | 94.97 | 95.89 | 91.45 | 76.89 | 83.54 | 0.78 | 16.67 | 1.48 |
DIR | 100 | 100 | 100 | 98.33 | 95.00 | 96.63 | 93.94 | 93.94 | 93.94 | 10.71 | 1.18 | 2.11 |
FECHA | 99.71 | 99.78 | 99.74 | 98.79 | 99.13 | 98.96 | 95.77 | 93.21 | 94.47 | 82.28 | 86.21 | 84.18 |
INST | 98.96 | 98.96 | 98.96 | 96.35 | 95.94 | 96.14 | 92.91 | 94.12 | 93.51 | 0.00 | 0.00 | 0.00 |
LOC | 100 | 91.56 | 95.59 | 92.89 | 87.88 | 90.29 | 89.44 | 55.56 | 68.50 | 20.83 | 0.58 | 1.12 |
NAME | 99.17 | 99.28 | 99.23 | 98.69 | 98.28 | 98.49 | 92.31 | 96.26 | 94.23 | 70.17 | 77.39 | 73.56 |
NUM | 99.35 | 99.88 | 99.62 | 98.98 | 98.63 | 98.80 | 95.59 | 95.57 | 95.58 | 64.53 | 78.29 | 70.69 |
99.17 | 99.06 | 99.11 | 98.08 | 97.36 | 97.72 | 93.72 | 90.64 | 92.16 | 67.07 | 58.90 | 62.71 |