Improving the performance of machine learning penicillin adverse drug reaction classification with synthetic data and transfer learning

Machine learning may assist with the identification of potentially inappropriate penicillin allergy labels. Strategies to improve the performance of existing models for this task include the use of additional training data, synthetic data and transfer learning.