Leveraging weak supervision to perform named entity recognition in electronic health records progress notes to identify the ophthalmology exam.
Sophia Y. WangJustin HuangHannah HwangWendeng HuShiqi TaoTina Hernandez-BoussardPublished in: Int. J. Medical Informatics (2022)
Keyphrases
- named entity recognition
- electronic health records
- information extraction
- named entities
- natural language processing
- text summarization
- maximum entropy
- conditional random fields
- clinical trials
- semi supervised
- maximum entropy classifier
- clinical data
- annotated corpus
- machine learning
- health care
- medical data
- higher order
- information overload
- supervised learning
- bayesian networks
- similarity measure