Formula 3: The formula constructed using the WEKA Linear Regression Formula to estimate whether or not intensive care would be needed for the patients with CT involvement
-0.0619 * CT +0.0033 * age +0.0001 * leukocyte +-0.0001 * neutrophil +0.0003 * lymphocyte+0.0009 * CRP +-0.0004 * fibrinogen +-0.0049 * APTT +0 * D-dimer +0.5923 * ex +-0.1209
The formula’s rate of success in estimating whether or not intensive care would be needed for patients with CT involvement turned out to be 91%.
The J48 decision tree algorithms estimating presence of thoracic CT involvement, the extent of such involvement and whether or not intensive care would be needed for patients are given.
The success rate of the J48 Decision Tree formula used to predict the presence of involvement in thoracic CT was found to be 95.95%. The success rate of the J48 Decision Tree, which was used to predict the degree of involvement in thoracic CT, was 84.39%. The success rate of the J48 Decision Tree used to predict the need for intensive care was found to be 93.06%.