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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 10:

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

With Oversampling Without Oversampling
RF XGBoost Bio-ClinicalBERT RF XGBoost Bio-ClinicalBERT
True 0.6601 ± 0.0657 0.658 ± 0.0476 0.6861 ± 0.0841 0.6878 ± 0.0657 0.662 ± 0.0406 0.6486 ± 0.0434
False 0.9898 ± 0.0019 0.9905 ± 0.0021 0.991 ± 0.0025 0.9919 ± 0.0019 0.9913 ± 0.0034 0.9915 ± 0.0028