Week 2 - NLP II

Required Reading

• BERT: Pre-training of deep bidirectional transformers for language understanding
• BioBERT: a pre-trained biomedical language representation model for biomedical text mining

Optional Reading

• Large language models encode clinical knowledge
• Intelligible models for healthcare: Predicting pneumonia risk and hospital 30-day readmission
• Comparison of approaches for heart failure case identification from electronic health record data
• Development of a machine learning model using electronic health record data to identify antibiotic use among hospitalized patients
• Insights from advanced analytics at the veterans health administration
• Machine learning of patient characteristics to predict admission outcomes in the Undiagnosed Diseases Network