Model selection for EHR laboratory variables: how physiology and the health care process can influence EHR laboratory data and their model representations.
David J. AlbersRimma PivovarovNoemie ElhadadGeorge HripcsakPublished in: AMIA (2014)
Keyphrases
- model selection
- health care
- parameter estimation
- electronic health records
- statistical inference
- multivariate regression
- probabilistic model
- automatic model selection
- bayesian framework
- probability distribution
- hypothesis tests
- health data
- information criterion
- bayesian methods
- hyperparameters
- sample size
- databases
- prior information
- regression model
- selection criterion
- statistical analysis
- probability model
- decision support system
- medical information
- data sources
- training data
- hospital discharge
- temporal trends
- intensive care
- raw data
- image sequences