Improving autocoding performance of rare categories in injury classification: Is more training data or filtering the solution?

Increasing the size of training data alone cannot solve the problem of poor classification performance on rare categories by ML models. Filtering could be an effective strategy to improve classification performance of rare categories when large training data is not available.