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Technical challenges related to implementation of a formula one real time data acquisition and analysis system in a paediatric intensive care unit

机译:与在儿科重症监护病房实施一级方程式实时数据采集和分析系统有关的技术挑战

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摘要

Most existing, expert monitoring systems do not provide the real time continuous analysis of the monitored physiological data that is necessary to detect transient or combined vital sign indicators nor do they provide long term storage of the data for retrospective analyses. In this paper we examine the feasibility of implementing a long term data storage system which has the ability to incorporate real-time data analytics, the system design, report the main technical issues encountered, the solutions implemented and the statistics of the data recorded. McLaren Electronic Systems expertise used to continually monitor and analyse the data from F1 racing cars in real time was utilised to implement a similar real-time data recording platform system adapted with real time analytics to suit the requirements of the intensive care environment. We encountered many technical (hardware and software) implementation challenges. However there were many advantages of the system once it was operational. They include: (1) The ability to store the data for long periods of time enabling access to historical physiological data. (2) The ability to alter the time axis to contract or expand periods of interest. (3) The ability to store and review ECG morphology retrospectively. (4) Detailed post event (cardiac/respiratory arrest or other clinically significant deteriorations in patients) data can be reviewed clinically as opposed to trend data providing valuable clinical insight. Informed mortality and morbidity reviews can be conducted. (5) Storage of waveform data capture to use for algorithm development for adaptive early warning systems. Recording data from bed-side monitors in intensive care/wards is feasible. It is possible to set up real time data recording and long term storage systems. These systems in future can be improved with additional patient specific metrics which predict the status of a patient thus paving the way for real time predictive monitoring.
机译:大多数现有的专家监控系统不提供对监测到的生理数据的实时连续分析,这对于检测瞬时或组合生命体征指标是必不可少的,它们也不提供数据的长期存储以进行回顾性分析。在本文中,我们研究了实施长期数据存储系统的可行性,该系统具有整合实时数据分析,系统设计,报告遇到的主要技术问题,实施的解决方案以及所记录数据的统计数据的能力。麦克拉伦电子系统公司的专业知识可用于连续不断地实时监视和分析F1赛车的数据,用于实施类似的实时数据记录平台系统,该系统配有实时分析功能,可满足重症监护环境的要求。我们遇到了许多技术(硬件和软件)实施挑战。但是,系统一旦运行便具有许多优势。它们包括:(1)能够长时间存储数据的功能,从而能够访问历史生理数据。 (2)更改时间轴以缩小或扩展感兴趣时段的能力。 (3)回顾性存储和检查ECG形态的能力。 (4)可以对临床后的详细事件后数据(患者的心脏/呼吸停止或其他临床上明显的恶化)数据进行回顾,而趋势数据则不能提供有价值的临床见解。可以进行知情的死亡率和发病率检查。 (5)存储波形数据捕获以用于自适应预警系统的算法开发。在重症监护室/病房中记录床边监护仪的数据是可行的。可以设置实时数据记录和长期存储系统。将来可以通过预测患者状态的其他特定于患者的指标来改进这些系统,从而为实时预测性监控铺平道路。

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