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Machine Learning Based Algorithms to Impute PaO 2 from SpO2 Values and Development of an Online Calculator

2021-11-11

Abstract excerpt

We created an online calculator using machine learning 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 machine learning models we developed to previously published equations. We generated three machine learning algorithms (neural network, regression, and kernel-based m...

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Literature Corpus work
3ad6a995-a291-5e6b-b120-7f230008b254
DOI
10.21203/rs.3.rs-1053360/v1
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Machine Learning Based Algorithms to Impute PaO 2 from SpO2 Values and Development of an Online CalculatorDOI 10.21203/rs.3.rs-1053360/v1
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