The HLAN model and label embedding initialisation can provide better or comparable results for automated coding to the state-of-the-art, CNN-based models and can provide more comprehensive explanations for each label by highlighting key words and sentences in the discharge summaries, compared to the n-grams in the CNN-based models and the downgraded baselines.