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The choice of attributes was performed using 10-fold cross-validation, and selection of the 28 best attributes was based upon their being selected at least 30% of the time.
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Visualisation of nodes and edge attributes were performed using a combination of features introduced in Cytoscape 2.8 [ 63] and CytoscapeWeb [ 40].
Attribute selection was performed using the Classifier Subset Evaluator with the best first search method on the training data.
Attribute agreement analysis was performed using Kendall's coefficient of concordance (Kendall's W), Kendall's correlation coefficient (Kendall's τ) and Fleiss' kappa (Minitab Inc, 2007).
Attribute agreement analysis was performed using Kendall's coefficient of concordance (Kendall's W), Kendall's correlation coefficient (Kendall's τ) and Fleiss' kappa.
AODE demands nominal attributes and therefore, discretization was performed using the "equal frequency binning" criterion, with a minimum of 50 instances per band.
Attribute agreement analysis for tissue data was performed using Minitab version 15.
Integration of historical medication orderables with those in the current inpatient EHR was performed using either metadata attributes like dispense or charge code, or by using NDCs in combination with commercial vocabularies or RxNorm.
The brainstorming process was "structured" in the way that a walkthrough of the intended services was performed, using predefined keywords and attributes.
A WFC was performed using MAXQDA software, identifying individual attributes mentioned most often, which were assumed to reflect high importance [68].
Feature selection was performed using Boruta [ 24], which finds informative features by measuring the relevance of each attribute with respect to a reference attribute, also called correlation class, and in comparison with a random model extracted from the original dataset.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com