Respiratory Care · 2011 · 19 citations · 16 references
Health ProfessionsRespiratory TherapyClinical Decision SupportCritical Care Respiratory TherapyVentilator ManagementBreathing SupportMechanical VentilationPressure Support VentilationRespiratory AssessmentRespiratory Failure ManagementVentilation Load CalculationInspiratory Effort MeasurementInspiratory MechanicsMechanical Ventilation ManagementPressure SupportPressure Support Setting OptimizationRespiratory Status AssessmentSpontaneous Breathing PatternsVentilatory Support Settings
BACKGROUND: Pressure support ventilation (PSV) should be applied so that the inspiratory muscles are unloaded appropriately. We developed a computerized advisory system that assesses the load on the inspiratory muscles to spontaneously inhale, reflected by the automatically and noninvasively measured work of breathing per minute, and tolerance for that load, reflected by spontaneous breathing frequency and tidal volume, in a fuzzy-logic algorithm that provides recommendations for setting PSV. We call this a load and tolerance strategy for determining PSV. METHODS: In a clinical validation study, we compared the recommendations from our PSV advisory system to the recommendations of experienced critical-care Registered Respiratory Therapists (RRTs) for setting PSV in patients with respiratory failure. With 76 adult patients in a university medical center surgical intensive care unit receiving PSV, a combined pressure/flow sensor, positioned between the endotracheal tube and patient Y-piece, sent measurements to the PSV advisory system. We compared the advisory system's recommendations (increase, maintain, or decrease the pressure support) to the RRTs' recommendations at the bedside. RESULTS: There were no significant differences between the RRTs' and the advisory system's recommendations (n = 109) to increase, maintain, or decrease PSV. The RRTs agreed with 91% of the advisory system's recommendations (kappa statistic 0.85, P < .001). The advisory system was very good at predicting the RRTs' pressure support recommendations (r(2) = 0.87, P < .02). CONCLUSIONS: A load and tolerance strategy with a computerized PSV advisory system provided valid recommendations for setting PSV to unload the inspiratory muscles, and the recommendations were essentially the same as the recommendations from experienced critical-care RRTs. The PSV advisory system operates continuously and automatically and may be useful in clinical environments where experts are not always available.
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Artificial neural networks: a tutorial
Abhishek Jain, Jianchang Mao, Khalid Mohiuddin · Computer · 1996 · 4.9K citations
<i>Mechanics of Breathing in Man</i>
Arthur B. Otis, Wallace O. Fenn, Hermann Rahn · Journal of Applied Physiology · 1950 · 926 citations
Louise Rose, Jeffrey Presneill, Linda J. Johnston et al. · Intensive Care Medicine · 2008 · 163 citations
Health Professions, Respiratory Therapy, Critical Care Respiratory Therapy +13