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. 2022 Feb 21;2021:1225–1233.

Table 3.

Detailed performance for each SBDoH category for the best NLP model - BERT_general.

BERT_general Strict Lenient
Type Precision Recall F1-score Precision Recall F1-score
Gender 0.9091 0.9167 0.9129 0.9091 0.9167 0.9129
Ethnicity 0.8571 1.0000 0.9231 0.8571 1.0000 0.9231
Education 0.8857 0.8493 0.8671 0.9286 0.8904 0.9091
Smoking 0.8764 0.8764 0.8764 0.9045 0.9045 0.9045
Employment 0.6667 0.4000 0.5000 0.6667 0.4000 0.5000
Overall 0.8848 0.8734 0.8791 0.9058 0.8941 0.8999