From: De-identifying Spanish medical texts - named entity recognition applied to radiology reports
Validation set | Test set | MEDDOCAN | |||||||
---|---|---|---|---|---|---|---|---|---|
Precision | Recall | F1 | Precision | Recall | F1 | Precision | Recall | F1 | |
LSTM-LSTM with EMA | 99.66 | 99.29 | 99.48 | 99.08 | 97.18 | 98.10 | 98.09 | 69.18 | 81.13 |
Conv-LSTM-CRF with EMA | 99.58 | 99.42 | 99.50 | 98.18 | 97.43 | 97.80 | 97.11 | 67.10 | 79.36 |
spaCy | 99.28 | 94.15 | 96.64 | 95.69 | 91.18 | 93.38 | 84.96 | 61.69 | 71.48 |
MEDDOCAN model | 87.89 | 42.66 | 57.44 | 80.31 | 26.54 | 38.89 | 96.70* | 95.30* | 96.60* |