Zero-shot learning to extract assessment criteria and medical services from the preventive healthcare guidelines using large language models.
Xiao LuoFattah Muhammad TahabiTressica MarcLaura Ann HaunertSusan StoreyPublished in: J. Am. Medical Informatics Assoc. (2024)
Keyphrases
- language model
- home care
- medical care
- language modeling
- health care services
- health care
- evidence based medicine
- n gram
- document retrieval
- test collection
- probabilistic model
- speech recognition
- health services
- patient care
- information retrieval
- health related
- vector space model
- health records
- health information
- statistical language models
- language modelling
- context sensitive
- query expansion
- retrieval model
- clinical guidelines
- ad hoc information retrieval
- healthcare professionals
- smoothing methods
- medical knowledge
- knowledge transfer
- query terms
- medical data
- information resources
- image search
- language models for information retrieval
- language model for information retrieval
- clinical data
- term dependencies
- medical records
- tf idf
- relevant documents
- active learning