Using Data-Driven Machine Learning to Predict Unplanned ICU Transfers with Critical Deterioration from Electronic Health Records.
Lingyun ShiNaveen MuthuGerald P. ShaefferYujie SunVictor M. Ruiz HerreraFuchiang R. TsuiPublished in: MedInfo (2021)
Keyphrases
- electronic health records
- data driven
- clinical data
- machine learning
- medical data
- health data
- knowledge discovery
- health records
- health care
- clinical trials
- patient data
- raw data
- data mining
- learning algorithm
- artificial intelligence
- active learning
- model selection
- domain experts
- decision trees
- databases
- intensive care unit
- mr images
- knowledge acquisition
- text mining
- natural language processing
- statistical analysis
- decision support system
- information retrieval
- management system
- feature selection
- electronic medical record
- knowledge base
- data sets