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A second investigator will validate completeness and accuracy of data extraction by checking 20% of extracted patient data.
Authors make recommendations for improving the accuracy of data extraction using the three programs.
The accuracy of data extraction was controlled by two co-authors (NG, FST).
A co-investigator will review 10% of the medical records to confirm accuracy of data extraction.
Many questions regarding the quality of external contributors can arise such as the quality of the compounds used for screening, inter-lab equipment differences, accuracy of data extraction, etc. [ 80].
The data extraction was undertaken by JS and the accuracy of data extraction from the papers was determined by a second author (HP) independently checking the summary statistics used to derive the effect sizes for each study.
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This study assessed the impact of systematic review and data extraction experience on the accuracy and efficiency of data extraction in systematic reviews.
Yet for other items, evidence does not exist; for example, whether a training exercise improves the accuracy and reliability of data extraction.
Training of a k-NN classifier on 260 abstracts yielded classification accuracy of 0.95, thus showing significant value in support of data extraction from the literature.
Training and five-fold cross-validation of a k-NN classifier on 310 abstracts yielded classification accuracy of 0.95, thus showing significant value in support of data extraction from the literature.
On similar lines, methods of data extraction from individual studies that only provide accuracy measures are currently being developed within our department.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com