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Table 6 Performance of all systems on correctly predicting the label of tweets with a negative stance (for ML only the best performing system is displayed; Pr = Precision, Re = Recall, AUC = Area under the Curve)

From: Monitoring stance towards vaccination in twitter messages

 

Pr

Re

F1

AUC

Random (50%)

0.11

0.46

0.18

0.48

Random (15%)

0.12

0.15

0.13

0.50

Pattern

0.14

0.34

0.20

0.53

Coosto

0.20

0.31

0.25

0.57

Best ML system

0.29

0.47

0.36

0.66

Ensemble system (precision optimized)

0.34

0.19

0.25

0.57

Ensemble system (recall optimized)

0.18

0.61

0.28

0.62