Outcome prediction during an ICU surge using a purely data-driven approach: A supervised machine learning case-study in critically ill patients from COVID-19 Lombardy outbreak.
Massimiliano GrecoGiovanni AngelottiPier Francesco CarusoAlberto ZanellaNiccolò StomeoElena CostantiniAlessandro ProttiAntonio PesentiGiacomo GrasselliMaurizio CecconiPublished in: Int. J. Medical Informatics (2022)
Keyphrases
- supervised machine learning
- outcome prediction
- case study
- intensive care units
- intensive care unit
- breast cancer
- genomic data
- manually annotated
- clinical data
- real world
- infectious disease
- active learning
- public health
- supervised learning
- intensive care
- ground truth
- decision support system
- protein protein interaction networks
- high throughput
- gene expression datasets
- cancer treatment
- information retrieval
- similarity measure
- logistic regression models
- blood pressure
- co occurrence