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. 2021 Apr 12;12(15):3724–3732. doi: 10.1021/acs.jpclett.1c00045

Table 1. Performance of ML Approaches: Values of Balanced Accuracy, Precision and Recall, False Positive Rate, and False Negative Rate for All Three ML Models Tested in the Paper.

measure LR SVM RF
balanced accuracy 0.88 0.89 0.74
precision (positive predictive value) 0.92 0.96 0.81
recall (true positive rate) 0.88 0.85 0.85
false positive rate 0.12 0.07 0.37
false negative rate 0.12 0.15 0.15