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Diagram of study design demonstrating both approaches to machine learning (ML). Left demonstrates the raw approach, and right demonstrates the initial statistical testing of variable significance prior to ML input (feature selection). Outputs (performance) were analyzed independently and then compared. ANN, artificial neural network; DT, decision tree; LR, logistic regression; SVM, support vector machine.
