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PATIENT STATUS MONITOR AND METHOD OF MONITORING PATIENT STATUS

机译:病人状态监测器和监测病人状态的方法

摘要

A patient status monitor for providing an estimate of the risk of an adverse health event such as death or intensive care readmission based on a first risk estimate using patient data collected over a first time period, such as a stay in an intensive care unit, and a second risk estimate based on current vitals signs measurements. The first and second risk estimates are based on different models, the first being a static logistic regression on data selected from electronic patient records, and the second being a novelty detection algorithm based on a a training data set of vital signs measurements representing normality. The two risk estimates are combined in a weighted combination, with the first risk estimate having a weight which decreases with time from the end of the first time period.
机译:一种患者状态监测器,用于基于第一风险估计值,使用第一时间段内收集的患者数据(例如在重症监护病房住院),提供诸如死亡或重症监护病房之类的不利健康事件风险的估计值;以及根据当前生命体征测量结果进行第二次风险评估。第一和第二风险估计基于不同的模型,第一是从电子病历中选择的数据的静态逻辑回归,第二是基于代表正常性的生命体征测量值训练数据集的新颖性检测算法。这两个风险估计以加权组合的方式组合在一起,第一风险估计的权重从第一时间段结束起随时间而减少。

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