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## Code for publication: "The use of text-mining and machine learning algorithms in systematic reviews: ## reducing workload in preclinical biomedical sciences and reducing human screening error" - Alexandra Bannach-Brown
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LICENSE
ML-fig3.html
Performance of Machine Learning Classifiers.html
Performance-after-error-analysis.html
README.md
Rplot.png
Supplementary Materials.docx
classifier1.csv
classifier2.csv
classifier3.csv
classifier4.csv
classifier5.csv
classifier6-newvalidation.csv
cutoffs.csv
cutoffs2.csv
error-analysis-plot.html
sens-spec-rscript.R

README.md

The-use-of-text-mining-and-machine-learning-algorithms-in-systematic-reviews Code for publication: "The use of text-mining and machine learning algorithms in systematic reviews: reducing workload in preclinical biomedical sciences and reducing human screening error" - Alexandra Bannach-Brown

  • download the R code (sens-spec-rscript.R) and run with access to the .csv input files

  • the png image is a static output of the R code

  • the html images are the intereactive versions, with cut-off values - left click the 'View Raw File' link to save the html file and open using a internet browser

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