Large language models to identify social determinants of health in electronic health records.
Marco GuevaraShan ChenSpencer ThomasTafadzwa L. ChaunzwaIdalid FrancoBenjamin H. KannShalini MoningiJack M. QianMadeleine GoldsteinSusan HarperHugo J. W. L. AertsPaul J. CatalanoGuergana K. SavovaRaymond H. MakDanielle S. BittermanPublished in: npj Digit. Medicine (2024)
Keyphrases
- language model
- electronic health records
- language modeling
- n gram
- health data
- health records
- probabilistic model
- health care
- health information
- information retrieval
- clinical data
- clinical trials
- statistical language models
- document retrieval
- medical data
- health information technology
- retrieval model
- test collection
- language modelling
- language models for information retrieval
- social networks
- database
- smoothing methods
- medical records
- query expansion
- patient care
- information overload
- social networking
- decision makers
- relevance feedback
- keywords
- relevance model
- statistical language modeling
- machine learning