Self-supervised machine learning using adult inpatient data produces effective models for pediatric clinical prediction tasks.
Joshua LemmonLin Lawrence GuoEthan SteinbergKeith E. MorseScott Lanyon FlemingCatherine AftandilianStephen R. PfohlJose D. PosadaNigam ShahJason Alan FriesLillian SungPublished in: J. Am. Medical Informatics Assoc. (2023)
Keyphrases
- machine learning
- data analysis
- historical data
- statistical methods
- accurate models
- data sets
- experimental data
- high quality
- data processing
- prior knowledge
- raw data
- data sources
- learned models
- knowledge discovery
- predictive model
- machine learning approaches
- information systems
- database
- medical domain
- training data
- high dimensional data
- model selection
- input data
- text mining
- probability distribution
- end users