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Machine Learning–Based Early Warning Systems for Clinical Deterioration: Systematic Scoping Review

BACKGROUND: Timely identification of patients at a high risk of clinical deterioration is key to prioritizing care, allocating resources effectively, and preventing adverse outcomes. Vital signs–based, aggregate-weighted early warning systems are commonly used to predict the risk of outcomes related...

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Podrobná bibliografie
Vydáno v:J Med Internet Res
Hlavní autoři: Muralitharan, Sankavi, Nelson, Walter, Di, Shuang, McGillion, Michael, Devereaux, PJ, Barr, Neil Grant, Petch, Jeremy
Médium: Artigo
Jazyk:Inglês
Vydáno: JMIR Publications 2021
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC7892287/
https://ncbi.nlm.nih.gov/pubmed/33538696
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.2196/25187
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