Machine learning for patient risk stratification: standing on, or looking over, the shoulders of clinicians?
Brett K. Beaulieu-JonesWilliam YuanGabriel A. BratAndrew L. BeamGriffin M. WeberMarshall RuffinIsaac S. KohanePublished in: npj Digit. Medicine (2021)
Keyphrases
- machine learning
- clinical data
- clinical practice
- medical experts
- clinical trials
- patient data
- intensive care unit
- medical data
- pattern recognition
- computer vision
- data mining
- information extraction
- learning algorithm
- machine learning methods
- acute coronary syndrome
- high risk
- explanation based learning
- decision trees
- artificial intelligence
- risk averse
- medical knowledge
- statistical analysis
- decision making
- computational intelligence
- support vector machine
- machine learning approaches
- risk assessment
- knowledge discovery
- feature selection
- machine learning algorithms
- decision support system
- supervised learning
- decision support
- model selection
- medical images
- medical center
- emergency department
- risk measures
- information systems
- intensive care
- chronic disease
- medical domain
- medical records
- learning systems
- active learning
- text mining
- risk management
- natural language processing