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...

Full description

Bibliographic Details
Main Authors: Shuangxia Ren, Jill A. Zupetic, Mohammadreza Tabary, Rebecca DeSensi, Mehdi Nouraie, Xinghua Lu, Richard D. Boyce, Janet S. Lee
Format: Article
Language:English
Published: Nature Portfolio 2022-05-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-12419-7