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Table 1 Average macro accuracy and F1-score for disease prediction

From: Cloud-based intelligent self-diagnosis and department recommendation service using Chinese medical BERT

Methods Average macro (Top-1) Average macro (Top-5) Average macro (Top-10)
  Accuracy F1-score Accuracy F1-score Accuracy F1-score
TextCNN 65.38 60.6 92.91 91.49 97.27 96.73
LSTM 64.18 59.68 91.9 90.08 96.61 95.87
LEAM 63.44 55.79 92.1 90.2 96.9 96.3
Transformer 65.11 59.97 92.74 91.24 97.12 96.6
BERT-base 65.95 61.36 93.11 91.59 97.28 96.78
BERT-wwm 66.12 61.56 93.06 91.47 97.34 96.82
CHMBERT 66.28 61.95 93.08 91.58 97.27 96.83
  1. The best performance is boldfaced
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