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Windowed Multitaper Correlation Analysis of Multimodal Brain Monitoring Parameters

机译:多峰脑监测参数的窗口多副销相关分析

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Although multimodal monitoring sets the standard in daily practice of neurocritical care, problem-oriented analysis tools to interpret the huge amount of data are lacking. Recently a mathematical model was presented that simulates the cerebral perfusion and oxygen supply in case of a severe head trauma, predicting the appearance of distinct correlations between arterial blood pressure and intracranial pressure. In this study we present a set of mathematical tools that reliably detect the predicted correlations in data recorded at a neurocritical care unit. The time resolved correlations will be identified by a windowing technique combined with Fourier-based coherence calculations. The phasing of the data is detected by means of Hilbert phase difference within the above mentioned windows. A statistical testing method is introduced that allows tuning the parameters of the windowing method in such a way that a predefined accuracy is reached. With this method the data of fifteen patients were examined in which we found the predicted correlation in each patient. Additionally it could be shown that the occurrence of a distinct correlation parameter, called scp, represents a predictive value of high quality for the patients outcome.
机译:虽然多模式监测在日常科医疗保健的日常实践中设置了标准,但是面向问题的分析工具来解释巨额数据量缺乏。最近提出了一种数学模型,其在严重的头部创伤的情况下模拟脑灌注和氧气供应,预测动脉血压与颅内压之间的不同相关性的外观。在该研究中,我们提出了一组数学工具,可靠地检测在神经关注单元记录的数据中的预测相关性。将通过窗口技术与基于傅立叶的相干性计算结合的窗口技术来识别时间分辨相关的相关性。通过上述窗口内的Hilbert相位差检测数据的分阶段。介绍统计测试方法,允许以达到预定精度的方式调谐窗口方法的参数。通过这种方法,检查了十五名患者的数据,其中我们发现每位患者中的预测相关性。另外,可以表明,发生了不同称为SCP的不同相关参数的发生代表了患者结果的高质量的预测值。

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