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Table 4 Performance of machine learning approach after error analysis

From: Machine learning algorithms for systematic review: reducing workload in a preclinical review of animal studies and reducing human screening error

 

Updated approach 1

Original approach 1

Cut-off

0.09

0.10

Sensitivity

98.7%

98.7%

Upper 95% CI of sensitivity

0.997

0.997

Lower 95% CI of sensitivity

0.949

0.949

Specificity

88.3%

86.7%

Precision

55.9%

52.61%

Accuracy

89.7%

88.2%

WSS@95%

961/1251 – (0.05) = 0.718

945/1251 – (0.05) = 0.705

LR+

8.436

7.421