Table 7.
Source | Feature | Algorithm | Precision | Recall | F1-score |
---|---|---|---|---|---|
EHR | W | Glove | 76.03 | 74.42 | 75.22 |
word2vec | 75.91 | 75.44 | 75.68 | ||
FastText | 76.35 | 74.90 | 75.62 | ||
L | Glove | 76.04 | 72.10 | 74.02 | |
word2vec | 74.44 | 74.49 | 74.46 | ||
FastText | 75.25 | 72.99 | 74.10 | ||
GenMed | W | Glove | 73.14 | 71.15 | 72.13 |
word2vec | 74.83 | 68.55 | 71.56 | ||
FastText | 74.09 | 69.65 | 71.80 | ||
L | Glove | 74.76 | 67.67 | 71.03 | |
word2vec | 74.05 | 68.89 | 71.38 | ||
FastText | 75.48 | 69.51 | 72.37 | ||
Gen | W | Glove | 73.79 | 67.60 | 70.56 |
word2vec | 72.50 | 70.33 | 71.40 | ||
FastText | 76.18 | 68.49 | 72.13 | ||
L | Glove | 73.15 | 70.05 | 71.57 | |
word2vec | 72.47 | 68.76 | 70.56 | ||
FastText | 73.96 | 68.01 | 70.86 | ||
EHR | W,L | word2vec | 74.64 | 77.49 | 76.04 |
EHR | W+L | word2vec | 74.43 | 76.26 | 75.34 |
EHR | W-L | word2vec | 73.45 | 50.95 | 60.17 |
Embeddings of single base-units on top and, below, with combined base-units