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Table 4 Detailed performance for each concept category for BERT_mimic

From: Identify diabetic retinopathy-related clinical concepts and their attributes using transformer-based natural language processing methods

 

Strict

Lenient

 

Precision

Recall

F1 score

Precision

Recall

F1 score

Lesion

0.9555

0.9576

0.9565

0.9776

0.9743

0.976

Severity

0.9627

0.9317

0.9469

0.9668

0.9357

0.951

Eye part

0.8

0.7059

0.75

0.8

0.7059

0.75

Laterality

0.9339

0.9608

0.9472

0.9439

0.9711

0.9573

Overall

0.9486

0.952

0.9503

0.9642

0.9648

0.9645