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Table 3 Four Way Cross-Validation Sentence Classification Results on Structured Abstracts: Using SVMs

From: Sentence retrieval for abstracts of randomized controlled trials

 

With no windowed features

With windowed features

 

Accuracy = 82.88%

Accuracy = 84.82%

 

Precision

Recall

F-score

Precision

Recall

F-score

Aim

0.84

0.77

0.80

0.86

0.80

0.83

Method

0.83

0.88

0.86

0.86

0.89

0.87

Results

0.85

0.87

0.86

0.85

0.89

0.87

Conclusion

0.76

0.68

0.72

0.79

0.72

0.75

  1. Sentence classification using SVMs into four major rhetorical roles. Results report using 15-fold cross validation for a system that uses no windowed features versus a system that uses windowed
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BMC Medical Informatics and Decision Making

ISSN: 1472-6947

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