Accurate detection of sepsis at ED triage using machine learning with clinical natural language processing.
Oleksandr IvanovKarin MolanderRobert B. DunneStephen LiuKevin MasekErica LewisLisa WolfDebbie TraversDeena BrecherDeb DelaneyKyla MontgomeryChristian ReillyPublished in: CoRR (2022)
Keyphrases
- machine learning
- natural language processing
- text mining
- information extraction
- natural language
- knowledge representation
- detection algorithm
- detection method
- computer vision
- feature engineering
- artificial intelligence
- active learning
- automatic detection
- machine learning algorithms
- semantic analysis
- detection accuracy
- computational biology
- machine translation
- text processing
- high accuracy
- pattern recognition
- wordnet
- object detection
- false positives
- patient data
- detection rate
- computer science
- decision trees
- medical domain
- text analysis
- computational linguistics
- anomaly detection
- clinical trials
- clinical practice
- inductive logic programming
- machine learning methods
- semi supervised learning
- support vector machine
- feature selection
- learning algorithm
- information retrieval