Variation in model performance by data cleanliness and classification methods in the prediction of 30-day ICU mortality, a US nationwide retrospective cohort and simulation study

Objective There has been a proliferation of approaches to statistical methods and missing data imputation as electronic health records become more plentiful; however, the relative performance on real-world problems is unclear.Materials and methods Using 355 823 intensive care unit (ICU) hospitalisat...

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Bibliographic Details
Main Authors: Cheng Ma, Xiao Qing Wang, Sarah Seelye, Ji Zhu
Format: Article
Language:English
Published: BMJ Publishing Group 2020-12-01
Series:BMJ Open
Online Access:https://bmjopen.bmj.com/content/10/12/e041421.full