Cargando…

Machine learning based algorithms to impute PaO(2) from SpO(2) values and development of an online calculator

We created an online calculator using machine learning (ML) algorithms to impute the partial pressure of oxygen (PaO(2))/fraction of delivered oxygen (FiO(2)) ratio using the non-invasive peripheral saturation of oxygen (SpO(2)) and compared the accuracy of the ML models we developed to published eq...

Descripción completa

Detalles Bibliográficos
Autores principales:	Ren, Shuangxia, Zupetic, Jill A., Tabary, Mohammadreza, DeSensi, Rebecca, Nouraie, Mehdi, Lu, Xinghua, Boyce, Richard D., Lee, Janet S.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group UK 2022
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9114384/ https://www.ncbi.nlm.nih.gov/pubmed/35581469 http://dx.doi.org/10.1038/s41598-022-12419-7

Ejemplares similares

Correlation between the levels of SpO(2) and PaO(2)
por: Madan, Arun
Publicado: (2017)

Determination of SpO(2)/FiO(2 )thresholds to impute for PaO(2)/FiO(2 )ratios in the Sequential Organ Failure Assessment score
por: Pandharipande, P, et al.
Publicado: (2008)

Determining a target SpO(2) to maintain PaO(2) within a physiological range
por: Röttgering, Jantine G., et al.
Publicado: (2021)

Association between SpO(2)/FiO(2) Ratio and PaO(2)/FiO(2) Ratio in Different Modes of Oxygen Supplementation
por: Babu, Sheetal, et al.
Publicado: (2021)

Correlation of SpO(2)/FiO(2) and PaO(2)/FiO(2) in patients with symptomatic COVID-19: An observational, retrospective study
por: Bonaventura, Aldo, et al.
Publicado: (2022)

Rationale and limitations of the SpO(2)/FiO(2) as a possible substitute for PaO(2)/FiO(2) in different preclinical and clinical scenarios
por: de Carvalho, Eduardo Butturini, et al.
Publicado: (2022)

Correlation of the SpO(2)/FiO(2) (S/F) ratio and the PaO(2)/FiO(2) (P/F) ratio in patients with COVID-19 pneumonia
por: Kumar, A., et al.
Publicado: (2022)

Correlation of the SpO(2)/FiO(2) (S/F) ratio and the PaO(2)/FiO(2) (P/F) ratio in patients with COVID-19 pneumonia
por: Kumar, A., et al.
Publicado: (2022)

Relation between PaO(2)/FiO(2 )ratio, SpO(2)/FiO(2 )ratio, oxygenation index and ventilation ratio in critically ill patients
por: Aslanidis, T, et al.
Publicado: (2013)

ARDS diagnosed by SpO(2)/FiO(2) ratio compared with PaO(2)/FiO(2) ratio: the role as a diagnostic tool for early enrolment into clinical trials
por: Wiedermann, Franz J., et al.
Publicado: (2016)

Clinical relevance of the PaO(2)/FiO(2 )ratio
por: El-Khatib, Mohamad F, et al.
Publicado: (2008)

Role of SatO2, PaO2/FiO2 Ratio and PaO2 to Predict Adverse Outcome in COVID-19: A Retrospective, Cohort Study
por: Sartini, Stefano, et al.
Publicado: (2021)

Estimating the best fraction of inspired oxygen for calculation of PaO2/FiO2 ratio in acute respiratory distress syndrome due to COVID-19 pneumonia
por: Kadkhodai, Leila, et al.
Publicado: (2022)

Influence of GM-CSF supplementation on PaO(2)/FiO(2) index in septic patients
por: Myrianthefs, P, et al.
Publicado: (2001)

Time required for PaO(2) equilibration during mechanical ventilation with changes in FiO(2)
por: Cakar, N, et al.
Publicado: (1998)

Listen to PaO(2)/FiO(2 )ratios: they tell us about length of stay
por: Inal, V, et al.
Publicado: (2012)

Is it time to revisit the PaO(2)/FiO(2) ratio to define the severity of oxygenation in ARDS?
por: Palanidurai, Sunitha, et al.
Publicado: (2021)

Incorporating ventilatory support parameters into the PaO(2)/FiO(2) ratio in ARDS patients
por: El-Khatib, Mohamad F., et al.
Publicado: (2021)

Determination of PaO2/FiO2 after 24 h of invasive mechanical ventilation and ΔPaO2/FiO2 at 24 h as predictors of survival in patients diagnosed with ARDS due to COVID-19
por: Hueda-Zavaleta, Miguel, et al.
Publicado: (2022)

Cardiopulmonary exercise test and PaO(2) in evaluation of pulmonary hypertension in COPD
por: Skjørten, Ingunn, et al.
Publicado: (2017)

Variation in the PaO(2)/FiO(2 )ratio with FiO(2): mathematical and experimental description, and clinical relevance
por: Karbing, Dan S, et al.
Publicado: (2007)

Ventilator-Associated Pneumonia and PaO(2)/F(I)O(2) Diagnostic Accuracy: Changing the Paradigm?
por: Ferrer, Miquel, et al.
Publicado: (2019)

Standardised PaO(2)/FiO(2) ratio in COVID-19: Added value or risky assumptions?
por: Gattinoni, Luciano, et al.
Publicado: (2021)

Prognostic value of PaO(2)/FiO(2), SOFA and D-dimer in elderly patients with sepsis
por: Li, Tao, et al.
Publicado: (2022)

Association between PaO(2)/FiO(2) ratio and thrombotic events in COVID-19 patients
por: Loffredo, Lorenzo, et al.
Publicado: (2023)

Early Outcomes of a High PaO(2)/FiO(2) Ratio during Cardiopulmonary Bypass
por: Yilmaz Ak, Hülya, et al.
Publicado: (2022)

O008 Refining the Hypoxic Burden Algorithm by Investigating different Methods for Calculating the SpO2 Baseline
por: He, S, et al.
Publicado: (2023)

Dynamic change of PaO(2) may affect the association between hyperoxemia and prognosis
por: Shen, Yanfei
Publicado: (2023)

Assessment of PaO(2)/FiO(2) for stratification of patients with moderate and severe acute respiratory distress syndrome
por: Villar, Jesús, et al.
Publicado: (2015)

Benefits of Steroid Therapy in COVID-19 Patients with Different PaO(2)/FiO(2) Ratio at Admission
por: Vita, Serena, et al.
Publicado: (2021)

Low PEEP Mechanical Ventilation and PaO(2)/FiO(2) Ratio Evolution in COVID-19 Patients
por: Ceruti, Samuele, et al.
Publicado: (2021)

Relationship between PaO(2)/FiO(2) and delirium in intensive care: A cross-sectional study
por: Gong, Fang, et al.
Publicado: (2022)

Calculation of Heartbeat Rate and SpO(2) Parameters Using a Smartphone Camera: Analysis and Testing
por: Antoniou, Panayiotis, et al.
Publicado: (2023)

Alterations in airway microbiota in patients with PaO(2)/FiO(2) ratio ≤ 300 after burn and inhalation injury
por: Walsh, Dana M., et al.
Publicado: (2017)

Comparison of Efficacy of Dexamethasone and Methylprednisolone in Improving PaO2/FiO2 Ratio Among COVID-19 Patients
por: Rana, Muhammad A, et al.
Publicado: (2020)

PaO(2)/FiO(2) and IL-6 are risk factors of mortality for intensive care COVID-19 patients
por: Gu, Yanli, et al.
Publicado: (2021)

Standardized PaO(2)/FiO(2) ratio in COVID-19: Added value or risky assumption. Author's reply
por: Prediletto, Irene, et al.
Publicado: (2022)

Evaluation of the PaO2/FiO2 ratio after cardiac surgery as a predictor of outcome during hospital stay
por: Esteve, Francisco, et al.
Publicado: (2014)

Correlation of Oxygen Index, Oxygen Saturation Index, and PaO(2)/FiO(2) Ratio in Invasive Mechanically Ventilated Adults
por: Vadi, Sonali
Publicado: (2021)

Correlation of non-invasive oxygenation parameters with paO2/FiO2 ratio in patients with COVID-19 associated ARDS
por: Zaccagnini, Giacomo, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_icubqimgnu1h54dsprep9upr7p