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. Author manuscript; available in PMC: 2024 Mar 29.
Published in final edited form as: J Biomed Inform. 2023 Apr 24;142:104370. doi: 10.1016/j.jbi.2023.104370

Table 4.

Performance of context classification on the test set.

Model Accuracy
Overall Action Negation Temporal Certainty Actor
GatorTron 0.9126 0.8862 0.9790 0.8503 0.9102 0.9371
GatorTronS 0.9080 0.8503 0.9790 0.8683 0.9051 0.9371
RoBERTa 0.8417 0.7994 0.9740 0.7198 0.7994 0.9158
RoBERTa MIMIC 0.9121 0.8729 0.9740 0.8774 0.9096 0.9303
ALBERT 0.8196 0.6064 0.9740 0.8025 0.7994 0.9158
ALBERT MIMIC 0.9072 0.8453 0.9740 0.8882 0.8943 0.9342

Best accuracies are highlighted in bold.