"Note Bloat" impacts deep learning-based NLP models for clinical prediction tasks

It is demonstrated that EHR text redundancy substantively affects NLP models for clinical prediction tasks, showing that the awareness of clinical contexts and robust modeling methods are important to create effective and reliable NLP systems in healthcare contexts.