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Table 11 Performance for individual integration of UE and CA in Ablation Study

From: Neural side effect discovery from user credibility and experience-assessed online health discussions

Systems

Components

Evaluation Metrics

 

CW

UE

CA

Pre.

Rec.

F1

LSTM-UE

 

✓

 

0.6513

0.4204

0.4531

LSTM-CA

  

✓

0.6416

0.4293

0.4611

CNN-UE

 

✓

 

0.6738

0.6185

0.5743

CNN-CA

  

✓

0.7441

0.5616

0.5883

  1. In the Components column, CW, UE, CA denote Credibility Weights, User Expertise and Cluster Attention module components, respectively. In the Evaluation Metrics column, Pre., Rec. and F1 denote Precision, Recall, and F1 score
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Journal of Biomedical Semantics

ISSN: 2041-1480