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.
Cited by¶
1 citation across 1 artifact.
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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.
Supported in partVerified against the work's full text
The review supports the channel-side framing (alarm systems have low positive predictive value; IT fixes can reduce alarm fatigue) but not the specific claim that multi-parameter alarms outperform single-parameter ones.
“currently used IT systems lack positive predictive value in the alarm generation, subsequently causing large amounts of false-positive 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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Registry ID ref:504cf08d6525 · see in the full table