Key result
An alarm gating system using a signal quality index improved the precision of a myocardial ischemia monitoring system from 0.31 to 0.58, with a minimal reduction in recall from 0.78 to 0.77.
Why the study?
Does an alarm gating system using a signal quality index improve the precision of myocardial ischemia monitoring in ambulatory ECGs?
Does an alarm gating system using a signal quality index improve the precision of myocardial ischemia monitoring in ambulatory ECGs?
Absolute Event Rate: 0.58% vs 0.31%
An alarm gating system based on signal quality index significantly improves the precision of ambulatory ECG myocardial ischemia monitoring, which may help reduce clinical alarm fatigue.
May reduce alarm fatigue in ambulatory ischemia monitoring; leaves open prospective validation before adoption.
OBJECTIVE: The objective of this study is to propose and validate an alarm gating system for a myocardial ischemia monitoring system that uses ambulatory electrocardiogram. The PeriOperative ISchemic Evaluation study recommended the selective administration of β blockers to patients at risk of cardiac events following noncardiac surgery. Patients at risk are identified by monitoring ST segment deviations in the electrocardiogram (ECG); however, patients are encouraged to ambulate to improve recovery, which deteriorates the signal quality of the ECG leading to false alarms. METHODS: The proposed alarm gating system computes a signal quality index (SQI) to quantify the ECG signal quality and rejects alarms with a low SQI. The system was validated by artificially contaminating ECG records with motion artifact records obtained from the long-term ST database and MIT-BIH noise stress test database, respectively. RESULTS: Without alarm gating, the myocardial ischemia monitoring system attained a Precision of 0.31 and a Recall of 0.78. The alarm gating improved the Precision to 0.58 with a reduction of Recall to 0.77. CONCLUSION: The proposed system successfully gated false alarms with future work exploring the misidentification of fiducial points by myocardial ischemia monitoring systems. SIGNIFICANCE: The reduction of false alarms due to the proposed system will decrease the incidence of the alarm fatigue condition typically found in clinicians. Alarm fatigue condition was rated as the top patient safety hazard from 2012 to 2015 by the Emergency Care Research Institute.
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Abdelazez et al. (2016) studied Myocardial ischemia. Alarm gating system using a signal quality index (SQI) vs. Without alarm gating was evaluated on Precision of the myocardial ischemia monitoring system. An alarm gating system using a signal quality index improved the precision of a myocardial ischemia monitoring system from 0.31 to 0.58, with a minimal reduction in recall from 0.78 to 0.77.
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