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. Author manuscript; available in PMC: 2022 Jan 6.
Published in final edited form as: Proc Mach Learn Res. 2021 Aug;149:391–413.

Table 8:

Macro-F1 scores of RF, XGBoost and Bio-ClinicalBERT for Community-Present.

With Oversampling Without Oversampling
RF XGBoost Bio-ClinicalBERT RF XGBoost Bio-ClinicalBERT
True 0.9513 ± 0.0058 0.9489 ± 0.0016 0.9688 ± 0.0011 0.9464 ± 0.0052 0.9504 ± 0.004 0.9681 ± 0.0019
False 0.9137 ± 0.0118 0.9138 ± 0.0066 0.9468 ± 0.0046 0.9026 ± 0.0104 0.9153 ± 0.01 0.9456 ± 0.0061