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. 2025 Aug 25;4:e66153. doi: 10.2196/66153

Table 5. Comparison of the recall of different BERT (Bidirectional Encoder Representations from Transformers) models.

Model size and model name All codes, 95% CI Top 80% codes, 95% CI
Multilabel Top-5 Multilabel Top-5
Base
 NorDeClin-BERT-base-NorICDa 0.45 (0.44-0.46) 0.81 (0.80-0.81) 0.51 (0.50-0.52) 0.87 (0.86-0.88)
 SweDeClin-BERT-SweICD 0.25 (0.24-0.26) 0.59 (0.58-0.60) 0.29 (0.28-0.30) 0.65 (0.63-0.66)
 SweDeClin-BERT-NorICD 0.41 (0.40-0.42) 0.78 (0.77-0.79) 0.48 (0.47-0.49) 0.85 (0.84-0.86)
 ScandiBERT-NorICD 0.40 (0.39-0.41) 0.78 (0.77-0.79) 0.48 (0.47-0.49) 0.85 (0.84-0.86)
 NorBERT3-base-NorICD 0.44 (0.43-0.45) 0.80 (0.79-0.81) 0.51 (0.50-0.52) 0.86 (0.86-0.87)
Large
 NorDeClin-BERT-large-NorICD 0.48 (0.47-0.49)b 0.82 (0.82-0.83)b 0.54 (0.53-0.55)b 0.88 (0.88-0.89)b
 NorBERT3-large-NorICD 0.43 (0.42-0.44) 0.81 (0.80-0.82) 0.50 (0.49-0.51) 0.88 (0.87-0.88)b
a

ICD-10: International Statistical Classification of Diseases, Tenth Revision.

b

Highest score for each scenario.