Too Many Alarms, Not Enough Signal: How AI Can Make Hospitals Safer | Dr. Darren Klugman

Show Notes

Hospital alarms are supposed to protect patients. But when nearly every signal becomes background noise, the warning that actually matters may be the one no one hears.

Live from ViVE, Marcus Gordon sits down with Dr. Darren Klugman, Chief Clinical Officer at CalmWave, to examine one of healthcare’s most overlooked risks: the growing gap between the volume of hospital data and the human capacity to interpret it.

Dr. Klugman explains why alarm fatigue is more than an operational nuisance—it is a patient safety problem. Clinicians are being asked to manage increasingly complex patients, devices, scores, and alerts while still delivering the human care that technology cannot replace.

The answer is not another dashboard or another point solution. It is a smarter operational foundation that unifies electronic health record and bedside device data, separates meaningful signals from noise, and turns information into recommendations clinicians can act on.

The conversation explores how mathematical modeling and data science can improve patient monitoring, give clinical engineering real-time visibility into device performance, inform nursing resources, forecast patient recovery, and help hospitals move patients through the ICU more safely and efficiently.

For health system executives, the business case is equally clear: reducing preventable harm, shortening length of stay, improving bed utilization, increasing patient throughput, and allowing clinicians to practice at the top of their expertise.

Healthcare does not need to give clinicians more data to interpret. It needs to make the data they already have actionable.

In this episode:

• Why excessive non-actionable alarms can cause clinicians to miss the signals that matter

• How unified hospital data can improve patient safety, staffing, device management, and patient flow

• Why health systems must move beyond disconnected point solutions and demand measurable operational value

• How AI can reduce cognitive burden without replacing clinical judgment

• Why today’s workforce and capacity crisis makes smarter hospital operations essential

Timestamps

00:00 — Live from ViVE with Dr. Darren Klugman 00:27 — Unifying EHR and bedside device data 01:38 — When hospital alarms become dangerous background noise 04:20 — Reducing cognitive burden inside the clinical workflow 06:35 — Building one data foundation for hospital operations 08:05 — Patient safety, ICU throughput, and measurable ROI 09:58 — What health systems should demand from technology vendors 12:39 — Why healthcare’s workforce and capacity crisis demands action

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