Pediatr Crit Care Me
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Pediatr Crit Care Me · Oct 2021
Neurological Complications Acquired During Pediatric Critical Illness: Exploratory "Mixed Graphical Modeling" Analysis Using Serum Biomarker Levels.
Neurologic complications, consisting of the acute development of a neurologic disorder, that is, not present at admission but develops during the course of illness, can be difficult to detect in the PICU due to sedation, neuromuscular blockade, and young age. We evaluated the direct relationships of serum biomarkers and clinical variables to the development of neurologic complications. Analysis was performed using mixed graphical models, a machine learning approach that allows inference of cause-effect associations from continuous and discrete data. ⋯ Graphical models that include biomarkers in addition to clinical data are promising methods to evaluate direct relationships in the development of neurologic complications in critically ill children. Future work is required to validate and refine these models further, to determine if they can be used to predict which patients are at risk for/or with early neurologic complications.
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Pediatr Crit Care Me · Oct 2021
Driving Pressure and Normalized Energy Transmission Calculations in Mechanically Ventilated Children Without Lung Disease and Pediatric Acute Respiratory Distress Syndrome.
To compare the new tools to evaluate the energy dissipated to the lung parenchyma in mechanically ventilated children with and without lung injury. We compared their discrimination capability between both groups when indexed by ideal body weight and driving pressure. ⋯ Driving pressure is the variable that better discriminates pediatric acute respiratory distress syndrome from nonpediatric acute respiratory distress syndrome in children than the calculations derived from the equation of motion, even when indexed by ideal body weight. Unindexed mechanical power was useless to differentiate against both groups. Future studies should determine the threshold for variables of the energy dissipated by the lungs and their association with clinical outcomes.