Early prediction of generalized infection in intensive care units from clinical data: a committee-based machine learning approach.
Flávio Secco FonsecaArianne Sarmento TorcateAna Clara Gomes da SilvaVictor Hugo Wanderley FreireGilles Paiva de Medeiros de FariasJoão Fausto Lorenzato de OliveiraFlávio Monteiro De Oliveira JúniorJosé Carlos da Silva JúniorDayane Aparecida GomesWellington Pinheiros dos SantosPublished in: LA-CCI (2022)
Keyphrases
- clinical data
- intensive care units
- machine learning
- intensive care unit
- patient data
- intensive care
- knowledge discovery
- medical data
- statistical analysis
- raw data
- domain experts
- medical knowledge
- electronic health records
- clinical information
- machine learning methods
- knowledge acquisition
- decision trees
- monitoring system
- data mining
- inductive learning
- mr images
- natural language processing
- information extraction
- data analysis
- artificial intelligence
- learning algorithm
- real world
- statistical methods
- natural language
- image data
- knowledge base
- knowledge representation
- data sources
- domain knowledge