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

0464045 - ÚPT 2017 RIV GB eng J - Článek v odborném periodiku
Plešinger, Filip - Klimeš, Petr - Halámek, Josef - Jurák, Pavel
Taming of the monitors: reducing false alarms in intensive care units.
Physiological Measurement. Roč. 37, č. 8 (2016), s. 1313-1325. ISSN 0967-3334. E-ISSN 1361-6579
Grant CEP: GA ČR GAP102/12/2034; GA MŠMT(CZ) LO1212; GA MŠMT ED0017/01/01
Institucionální podpora: RVO:68081731
Klíčová slova: ECG * critical care * arrhythmia * intensive care unit * ICU monitor * false alarm * beat detection
Kód oboru RIV: FS - Lékařská zařízení, přístroje a vybavení
Impakt faktor: 2.058, rok: 2016

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 percent (95 percent) and a specificity of 87 percent (88 percent) 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.
Trvalý link: http://hdl.handle.net/11104/0263110