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

Table 4.

Entity-level performance of PubMedBERT on the gold test 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 16.0 10.0 40.0 48.5 40.0 61.5
Induction 49.1 50.6 47.7 48.0 49.4 46.6
Intervention 70.2 76.1 65.2 69.8 74.6 65.6
Outcome 65.4 70.6 60.9 66.9 70.6 63.6
Species 98.1 100.0 96.4 98.1 100.0 96.4
Strain 63.4 72.2 56.5 70.0 77.8 63.6
Overall 69.9 73.4 66.7 71.0 74.0 68.2