Predicting veterinary patient deterioration
Overnight clinic patients can deteriorate between intermittent checks; early warning could reduce emergency crashes.
Problem
Veterinary ICUs rely on periodic vitals entry. Subtle trends in heart rate, respiratory effort, and pain scores are easy to miss overnight.
Current workflow
Nurses record vitals on paper or EHR, escalate when thresholds are crossed, and wait for on-call vet decisions.
Consequences
Late intervention for sepsis, respiratory failure, and post-surgical complications.
How AI might help
Multivariate early-warning scores can rank patients needing immediate review and suggest likely drivers.
Limits & risks
Species and breed variability; sparse labeled deterioration events.
Alarm overload if poorly calibrated; liability if recommendations are treated as orders.
Alternatives today
Stricter check intervals and basic monitor alarms.
Alarms fatigue staff; fixed thresholds miss slow trends across multiple signals.
Evidence
- Veterinary critical care monitoring literature overview
Supports multivariate monitoring concepts adapted from human ICU practice.
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