Dynamic survival prediction in intensive care units from heterogeneous time series without the need for variable selection or curation

Abstract Extensive monitoring in intensive care units (ICUs) generates large quantities of data which contain numerous trends that are difficult for clinicians to systematically evaluate. Current approaches to such heterogeneity in electronic health records (EHRs) discard pertinent information. We p...

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Bibliographic Details
Main Authors: Jacob Deasy, Pietro Liò, Ari Ercole
Format: Article
Language:English
Published: Nature Publishing Group 2020-12-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-020-79142-z