Critical care medicine
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Critical care medicine · Feb 2023
Randomized Controlled TrialUltrasound-Guided Infraclavicular Axillary Vein Versus Internal Jugular Vein Cannulation in Critically Ill Mechanically Ventilated Patients: A Randomized Trial.
This clinical trial aimed to compare the ultrasound-guided in-plane infraclavicular cannulation of the axillary vein (AXV) and the ultrasound-guided out-of-plane cannulation of the internal jugular vein (IJV). ⋯ No difference was found between the real-time ultrasound-guided out-of-plane cannulation of the IJV and the infraclavicular real-time ultrasound-guided in-plane cannulation of the AXV. Both techniques are equally efficient and safe in mechanically ventilated critically ill patients.
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Critical care medicine · Feb 2023
Meta AnalysisMethodological and Clinimetric Evaluation of Inspiratory Respiratory Muscle Ultrasound in the Critical Care Setting: A Systematic Review and Meta-Analysis.
Significant variations exist in the use of respiratory muscle ultrasound in intensive care with no society-level consensus on the optimal methodology. This systematic review aims to evaluate, synthesize, and compare the clinimetric properties of different image acquisition and analysis methodologies. ⋯ Diaphragm muscle ultrasound is reliable, valid, and responsive in ICU patients, but significant variation exists in the imaging acquisition and analysis methodologies. Future work should focus on developing standardized protocols for ultrasound imaging and consider further research into the role of intercostal muscle imaging.
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Critical care medicine · Feb 2023
Meta AnalysisImpact of Early Tracheostomy Versus Late or No Tracheostomy in Nonneurologically Injured Adult Patients: A Systematic Review and Meta-Analysis.
The optimal timing of tracheostomy in nonneurologically injured mechanically ventilated critically ill adult patients is uncertain. We conducted a systematic review of randomized controlled trials to evaluate the effect of early versus late tracheostomy or prolonged intubation in this population. ⋯ In our systematic review, we observed that early tracheostomy, as compared with late tracheostomy or prolonged intubation, was not associated with a reduction in overall mortality. However, we cannot exclude a clinically relevant reduction in mortality considering the level of certainty of the evidence. A well-designed trial is needed to answer this important clinical question.
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Critical care medicine · Feb 2023
Predicting Readmission or Death After Discharge From the ICU: External Validation and Retraining of a Machine Learning Model.
Many machine learning (ML) models have been developed for application in the ICU, but few models have been subjected to external validation. The performance of these models in new settings therefore remains unknown. The objective of this study was to assess the performance of an existing decision support tool based on a ML model predicting readmission or death within 7 days after ICU discharge before, during, and after retraining and recalibration. ⋯ In this era of expanding availability of ML models, external validation and retraining are key steps to consider before applying ML models to new settings. Clinicians and decision-makers should take this into account when considering applying new ML models to their local settings.