Figure 1

Flowchart of programs. First, test data from controls and patients were randomly extracted. The remaining data were used for training and validation. In order to balance the number of data, similar or identical data were created for oversampling, or large amounts of data were randomly discarded in the case of undersampling. The extracted test data were used to evaluate the model.