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Tien Dang (Ted) • Product & Projects

Hospital Equipment Alert Triage Redesign

Automated alert triage for a clinical healthcare network, with read-only safety rules so staff stay in control.
Disclaimer: Client details under NDA are sanitized (network layout, equipment IDs, ward names, patient data).
Project Summary

The Result: False alarms down 70%. Review time from 48 hours to under 60 seconds. Zero accidental device cutoffs, because the system can only read data, never disconnect equipment.

The Problem: Fixed alarm rules treated routine device syncs as emergencies. Loud sirens and pagers pulled nurses from bedside care. About 95% of alerts were false. IT sat on a 48-hour ticket backlog.

What we did: We mapped the alert path and designed automated triage that clears known-safe noise and sends only real issues to staff for sign-off.

70%
Fewer false alarms
Under 60s
Review turnaround (was 48h)
Zero
Accidental cutoffs
Read-only
Never disconnects devices

2. Before

3. After

How equipment alerts were handled before: noisy, mostly false, and slow to clear.

The new path: pattern checks and maintenance awareness clear known-safe noise; staff only see real issues.

Before: Equipment Alert Path
Legacy
Before: hospital equipment alert process map
Figure 1: Before process map (fixed rules, sirens, and a long ticket backlog)
After: Automated Alert Triage
New design
After: automated hospital alert triage architecture
Figure 2: After process map (automated triage with staff sign-off on real issues)

4. How it works

Automation clears known-safe noise. Clinical and IT staff stay in control of anything that looks like a real issue.

System decides

  • Check alerts against normal device patterns
  • Confirm whether maintenance is in progress
  • Clear known-safe noise without paging the floor
  • Queue only real issues for staff review

People decide

  • Review queued alerts on read-only screens
  • Sign off real problems and next steps
  • Never auto-disconnect devices; people stay in control of equipment actions
Detail: Automated Triage and Staff Sign-off
Level 3 detail
Detail view of automated alert triage and staff review workflow
Figure 3: Detail view: automation handles the routine path; people handle the real issues.