Predicting hospitalization of COVID-19 positive patients using clinician-guided machine learning methods.
Wenyu SongLinying ZhangLuwei LiuMichael SainlaireMehran KarvarMin-Jeoung KangAvery PullmanStuart R. LipsitzAnthony F. MassaroNamrata PatilRavi JasujaPatricia C. DykesPublished in: J. Am. Medical Informatics Assoc. (2022)
Keyphrases
- machine learning methods
- clinical data
- machine learning
- diagnostic tool
- intensive care unit
- chronic disease
- machine learning algorithms
- positive and negative
- decision support system
- ensemble methods
- medical knowledge
- primary care
- medical data
- machine learning approaches
- patient data
- clinical decision making
- blood pressure
- decision support
- neurological disorders
- health care
- medical doctors
- information systems
- patient records
- statistical analysis
- intensive care
- clinical decision support
- learned knowledge
- demographic data
- high risk
- medical center
- domain experts