Machine learning based algorithms to impute PaO2 from SpO2 values and development of an online calculator
Abstract We created an online calculator using machine learning (ML) algorithms to impute the partial pressure of oxygen (PaO2)/fraction of delivered oxygen (FiO2) ratio using the non-invasive peripheral saturation of oxygen (SpO2) and compared the accuracy of the ML models we developed to published...
Main Authors: | Shuangxia Ren, Jill A. Zupetic, Mohammadreza Tabary, Rebecca DeSensi, Mehdi Nouraie, Xinghua Lu, Richard D. Boyce, Janet S. Lee |
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Format: | Article |
Language: | English |
Published: |
Nature Portfolio
2022-05-01
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Series: | Scientific Reports |
Online Access: | https://doi.org/10.1038/s41598-022-12419-7 |
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