Classifying social determinants of health from unstructured electronic health records using deep learning-based natural language processing.
Sifei HanRobert F. ZhangLingyun ShiRussell RichieHaixia LiuAndrew TsengWei QuanNeal RyanDavid BrentFu-Chiang TsuiPublished in: J. Biomed. Informatics (2022)
Keyphrases
- electronic health records
- deep learning
- natural language processing
- machine learning
- clinical data
- health data
- unsupervised learning
- health information
- information extraction
- health care
- medical records
- medical data
- health information technology
- health records
- clinical trials
- natural language
- semi structured
- free text
- text mining
- wordnet
- mental models
- structured data
- question answering
- semantic relations
- feature selection
- social networking
- weakly supervised
- information overload
- named entity recognition
- knowledge representation
- learning strategies
- text classification
- medical images
- information systems