Taming of the monitors: reducing false alarms in intensive care units

被引：25

作者：

Plesinger, F. ^{[1
]}

Klimes, P. ^{[1
]}

Halamek, J. ^{[1
]}

Jurak, P. ^{[1
]}

机构：

[1] Czech Acad Sci, Inst Sci Instruments, Brno, Czech Republic

来源：

PHYSIOLOGICAL MEASUREMENT | 2016年 / 37卷 / 08期

关键词：

ECG; critical care; arrhythmia; intensive care unit; ICU monitor; false alarm; beat detection;

D O I：

10.1088/0967-3334/37/8/1313

中图分类号：

Q6 [生物物理学];

学科分类号：

071011 ;

摘要：

False alarms in intensive care units represent a serious threat to patients. We propose a method for detection of five live-threatening arrhythmias. It is designed to work with multimodal data containing electrocardiograph and arterial blood pressure or photoplethysmograph signals. The presented method is based on descriptive statistics and Fourier and Hilbert transforms. It was trained using 750 records. The method was validated during the follow-up phase of the CinC/Physionet Challenge 2015 on a hidden dataset with 500 records, achieving a sensitivity of 93% (95%) and a specificity of 87% (88%) for real-time (retrospective) files. The given sensitivity and specificity resulted in score of 81.62 (84.96) for real-time (retrospective) records. The presented method is an improved version of the original algorithm awarded the first and the second prize in CinC/Physionet Challenge 2015.

引用

页码：1313 / 1325

页数：13

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