Fig. 1: Machine learning process for predicting whether a polymer with a designed repeating unit exhibits liquid crystalline states.
From: Discovery of liquid crystalline polymers with high thermal conductivity using machine learning

a Machine learning workflow. b Prediction accuracy (confusion matrix, precision, recall, and F1 scores) for test datasets; standard deviations of the performance metrics obtained from 100 independent tests are shown in parentheses.