Quantification of BERT Diagnosis Generalizability Across Medical Specialties Using Semantic Dataset Distance.
Mihir P. KhambeteWilliam SuJuan GarciaJoseph LeharMartin KangMarcus A. BadgeleyPublished in: CoRR (2020)
Keyphrases
- medical diagnosis
- medical diagnostic
- umls metathesaurus
- medical knowledge
- cardiovascular disease
- diagnostic process
- critical care
- disease diagnosis
- diagnostic systems
- benchmark datasets
- medical decision making
- diagnostic tests
- medical data
- model based diagnosis
- medical practice
- medical domain
- distance measure
- database
- domain ontology
- domain specific
- primary care
- rule interestingness measures
- traditional chinese medicine
- medical experts
- semantic knowledge
- medical imaging
- fault diagnosis
- semantic description
- semantic similarity
- health care
- distance function
- expert systems