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Table 1 Internal evaluation metrics during development using only the Convolutional Neural Network (CNN) or the combination of the NegEx layer with the CNN (NegEx + CNN) applied on the test set containing 705 cNEs

From: Negation recognition in clinical natural language processing using a combination of the NegEx algorithm and a convolutional neural network

  

Precision

Recall

F1-score

 

N

CNN

NegEx + CNN

CNN

NegEx + CNN

CNN

NegEx + CNN

Non-affirmative

203

0.85

0.86

0.81

0.84

0.83

0.85

Affirmative

502

0.93

0.93

0.94

0.94

0.93

0.94

Accuracy

705

    

0.91

0.91

Macro average

705

0.89

0.90

0.88

0.89

0.88

0.89

Weighted average

705

0.91

0.91

0.91

0.91

0.91

0.91