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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) hospitali...

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Detalles Bibliográficos
Autores principales: Iwashyna, Theodore J, Ma, Cheng, Wang, Xiao Qing, Seelye, Sarah, Zhu, Ji, Waljee, Akbar K
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7713192/
https://www.ncbi.nlm.nih.gov/pubmed/33268427
http://dx.doi.org/10.1136/bmjopen-2020-041421