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Table 4 Performance of inhaler technique identification

From: Identification of asthma control factor in clinical notes using a hybrid deep learning model

Model

Precision

Recall

F1-score

F2-score

F0.5-score

Accuracy

Rules

0.861

0.815

0.837

0.824

0.851

0.961

BERT

0.909

0.789

0.845

0.810

0.882

0.965

cBERT

0.861

0.816

0.838

0.825

0.852

0.961

BERT-DS

0.865

0.842

0.853

0.847

0.860

0.965

cBERT-DS

0.892

0.868

0.880

0.873

0.887

0.971

BERT-DSH

0.914

0.842

0.877

0.855

0.899

0.971

cBERT-DSH

0.942

0.868

0.904

0.882

0.926

0.978

  1. Bold: best performance for a given metric
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BMC Medical Informatics and Decision Making

ISSN: 1472-6947

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