Machine learning can accurately predict pre-admission baseline hemoglobin and creatinine in intensive care patients

Machine learning can accurately predict pre-admission baseline hemoglobin and creatinine in intensive care patients

Patients admitted to the intensive care unit frequently have anemia and impaired renal function, but often lack historical blood results to contextualize the acuteness of these findings. Using data available within two hours of ICU admission, we developed machine learning models that accurately (AUC...

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Bibliographic Details
Main Authors: Dauvin, Antonin, Donado, Carolina, Bachtiger, Patrik, Huang, Ke-Chun, Sauer, Christopher Martin, Ramazotti, Daniele, Bonvini, Matteo, Celi, Leo Anthony G., Douglas, Molly J.
Other Authors: Massachusetts Institute of Technology. Institute for Medical Engineering & Science
Format: Article
Published: Springer Science+Business Media 2020
Online Access:https://hdl.handle.net/1721.1/123503

Internet

https://hdl.handle.net/1721.1/123503

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