Applying machine learning to predict real-world individual treatment effects: insights from a virtual patient cohort.
Gang FangIzabela E. AnnisJennifer Elston-LafataSamuel CykertPublished in: J. Am. Medical Informatics Assoc. (2019)
Keyphrases
- machine learning
- real world
- data mining
- medical treatment
- real patient data
- wide range
- therapy planning
- clinical studies
- medical care
- augmented reality
- machine learning methods
- virtual environment
- computer vision
- case study
- learning algorithm
- virtual world
- liver disease
- artificial intelligence
- clinical data
- radiation therapy
- real environment
- acute myocardial infarction
- feature selection
- electronic medical record
- decision trees
- treatment planning
- virtual reality
- synthetic data
- natural language processing
- individual level
- decision support system
- patient data
- group members
- patient specific
- knowledge discovery
- medical staff
- medical doctors
- machine learning algorithms
- text classification