Before revision:  Using solvated alanine dipeptide and Chignolin mini-protein as our test cases, we illustrate how the distance to the Support Vector Machines  decision hyperplane, the output probability estimates from Logistic Regression  , and other classifiers may be used to reversibly sample slow structural transitions.
After revision:  Using solvated alanine dipeptide and Chignolin mini-protein as our test cases, we illustrate how the distance to the Support Vector Machines decision hyperplane, the output probability estimates from Logistic Regression , the outputs from deep neural network classifiers , and other classifiers may be used to reversibly sample slow structural transitions.