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Table 8 Global de-identification metrics for LSTM-LSTM-CRF, Conv-LSTM-CRF, spaCy and the model retrieved from MEDDOCAN

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*
  1. (*)Results extracted from the original publication [30]