Computational Approaches to Alleviate Alarm Fatigue in Intensive Care Medicine¶
Chromik, J., Klopfenstein, S. A. I., Pfitzner, B., Sinno, Z., Arnrich, B., Balzer, F., & Poncette, A. (2022). Computational Approaches to Alleviate Alarm Fatigue in Intensive Care Medicine: A Systematic Literature Review. Frontiers in Digital Health, 4.
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Primes¶
- Habituation to Repeated Signal
- The security-operations practice of tuning the SIEM aggressively to raise specificity — multi-parameter rules, sustained-duration thresholds, contextual filters — ports to ICU monitoring, where multi-parameter alarms (heart rate plus oxygenation plus trajectory) outperform single-parameter alarms by raising specificity.
This sourcePRISMA review of 69 studies on raising alarm specificity (multi-parameter / smart alarms, delays, context) to reduce technically-false and clinically-irrelevant ICU alarms.
- The security-operations practice of tuning the SIEM aggressively to raise specificity — multi-parameter rules, sustained-duration thresholds, contextual filters — ports to ICU monitoring, where multi-parameter alarms (heart rate plus oxygenation plus trajectory) outperform single-parameter alarms by raising specificity.
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