G2

Hamdi H.

Computer engineering

Small-Business (50 or fewer emp.)

10/15/2026

"Cuts False Alarms Dramatically, Making Alerts More Trusted and Actionable"

4.5/5

What do you like best about VUNO Med-DeepCARS?

Traditional Early Warning Scores (like MEWS or NEWS) often trigger numerous false alarms, leading to desensitized staff. The software slashes the number of false alarms by more than half compared to traditional methods at the same sensitivity level. This ensures that when an alarm does sound, it is highly trusted and actionable. Review collected by and hosted on G2.com.

What do you dislike about VUNO Med-DeepCARS?

Workflow Disruption & Lack of Standard Protocol: When the software flags a high-risk patient, it acts merely as clinical decision support. Because it lacks a dedicated response protocol, the ultimate utility heavily relies on how individual medical teams choose to interpret and act on the alerts. Potential for Alert Fatigue: Like all threshold-based predictive software, managing the psychological burden of alerts remains a barrier in real-world environments. While it boasts lower false alarms than older scoring tools (like MEWS), hospital staff still face the risk of clinical desensitization if alerts are triggered too frequently without clear, immediate interventions. Review collected by and hosted on G2.com.

What problems is VUNO Med-DeepCARS solving and how is that benefiting you?

• Blind Spots in General Wards: Unlike Intensive Care Units (ICUs), general hospital wards lack continuous, automated monitoring. Patient deterioration often goes unnoticed between routine nursing check-ins. • High Mortality Rates: In-hospital cardiac arrest is highly lethal, carrying a mortality rate of roughly 75%. • Flawed Traditional Scoring Systems: Standard screening tools (like the Modified Early Warning Score, or MEWS) suffer from low sensitivity and high false-alarm rates. • Alarm Fatigue and Staff Burnout: Constantly triggering false alarms causes medical staff to suffer from "alarm fatigue," which leads to delayed responses or missed critical events. Review collected by and hosted on G2.com.