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. 2022 Sep 30;11:209. doi: 10.1186/s13643-022-02074-4

Table 7.

Entity-level performance of PubMedBERT on the gold validation set. Original scores refer to the performance of the model before self-training; self-training scores refer to the performance of the model at the best iteration (6th iteration) of self-training. ‘R’ and ‘P’ refer to recall and precision, respectively

Original scores Self-training scores
F1 R P F1 R P
Comparator 33.3 66.7 22.2 80.0 66.7 100.0
Induction 46.2 50.9 42.3 45.7 40.7 52.2
Intervention 67.3 69.6 65.2 69.6 75.0 64.9
Outcome 61.5 68.0 56.2 69.9 73.5 66.7
Species 96.4 99.1 93.9 96.4 99.1 93.9
Strain 80.0 80.0 80.0 90.9 100.0 83.3
Overall 68.1 73.0 63.8 73.6 76.4 71.0