UmlsBERT: Clinical Domain Knowledge Augmentation of Contextual Embeddings Using the Unified Medical Language System Metathesaurus.
George MichalopoulosYuanxin WangHussam KakaHelen H. ChenAlexander WongPublished in: CoRR (2020)
Keyphrases
- domain knowledge
- contextual information
- semantic network
- patient data
- vector space
- biomedical text
- knowledge sources
- domain experts
- prior knowledge
- dimensionality reduction
- euclidean space
- clinical practice
- low dimensional
- clinical data
- domain ontology
- patient records
- clinical setting
- medical domain
- clinical diagnosis
- context dependent
- domain theory
- context sensitive
- semantic information
- distance measure
- clinical trials
- medical knowledge
- medical imaging
- clinical guidelines
- disease diagnosis
- context aware
- medical diagnostic
- medical treatment