385: MACHINE LEARNING FOR PREDICTION OF SUCCESSFUL EXTUBATION AMONG PATIENTS ON MECHANICAL VENTILATION
Sign Up to like & getrecommendations! Published in 2020 at "Critical Care Medicine"
DOI: 10.1097/01.ccm.0000619892.50295.fb
Abstract: Introduction/Hypothesis: Conventional weaning protocols using a spontaneous breathing trial are often used for extubation and liberation from ventilatory support among patients receiving mechanical ventilation. However, after a successful SBT and extubation, 10-25% of patients require… read more here.
Keywords: machine learning; extubation; mechanical ventilation; successful extubation ... See more keywords
Co-ordinated multidisciplinary intervention to reduce time to successful extubation for children on mechanical ventilation: the SANDWICH cluster stepped-wedge RCT.
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DOI: 10.3310/tcfx3817
Abstract: BACKGROUND Daily assessment of patient readiness for liberation from invasive mechanical ventilation can reduce the duration of ventilation. However, there is uncertainty about the effectiveness of this in a paediatric population. OBJECTIVES To determine the… read more here.
Keywords: successful extubation; extubation; ventilation; confidence interval ... See more keywords
Developing a machine-learning model for real-time prediction of successful extubation in mechanically ventilated patients using time-series ventilator-derived parameters
Sign Up to like & getrecommendations! Published in 2023 at "Frontiers in Medicine"
DOI: 10.3389/fmed.2023.1167445
Abstract: Background Successful weaning from mechanical ventilation is important for patients admitted to intensive care units. However, models for predicting real-time weaning outcomes remain inadequate. Therefore, this study aimed to develop a machine-learning model for predicting… read more here.
Keywords: time; successful extubation; extubation; machine learning ... See more keywords
Toward Evaluating Critical Factors of Extubation Outcome with XCSR-Generated Rules
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DOI: 10.3390/bioengineering9110701
Abstract: Predicting the correct timing for extubation is pivotal for critically ill patients with mechanical ventilation support. Evidence suggests that extubation failure occurs in approximately 15–20% of patients, despite their passing of the extubation evaluation, necessitating… read more here.
Keywords: successful extubation; toward evaluating; extubation; xcsr ... See more keywords
Accuracy and Sensitivity of Clinical Parameters in Predicting Successful Extubation in Patients with Acute Brain Injury
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DOI: 10.3390/neurolint14030050
Abstract: Background: Brain injuries are frequent causes of intubation and mechanical ventilation. The aim of this study was to investigate the accuracy and sensitivity of clinical parameters in predicting successful extubation in patients with acute brain… read more here.
Keywords: successful extubation; extubation; brain; accuracy sensitivity ... See more keywords
In Reply: Successful Extubation After Weaning Failure by Non-invasive Ventilation in Patients With Neurmuscular Disease – Do We Appreciate the Bigger Picture?
Sign Up to like & getrecommendations! Published in 2017 at "Annals of Rehabilitation Medicine"
DOI: 10.5535/arm.2017.41.5.899
Abstract: recently published article “Successful Extubation After Weaning Failure by Noninvasive Ventilation in Patients With Neuromuscular Disease: Case Series.” We have already mentioned in the original article that there is growing evidence that noninvasive ventilation (NIV)… read more here.
Keywords: medicine; successful extubation; weaning failure; ventilation ... See more keywords