Emergency medicine insights

Emergency Medicine AI & Operations Blog

Physician-led articles on emergency medicine, AI implementation, simulation, and operational leadership.

AI Fracture Detection in the ED: What the Evidence Supports

AI in Emergency Medicine

AI Fracture Detection in the ED: What the Evidence Supports

October 15, 2026 · Chester Shermer, MD, FACEP

AI fracture tools make clinicians more sensitive in reader studies, and NICE allows four of them under conditions. No randomized trial has yet published patient outcomes. How to deploy one as a second reader.

AI for ED Staffing: Forecasts Are Not Shift Plans

AI in Emergency Medicine

AI for ED Staffing: Forecasts Are Not Shift Plans

October 4, 2026 · Chester Shermer, MD, FACEP

AI can forecast emergency department arrivals, but a patient count is not a staffing plan. Learn how to validate forecasts, keep human control, and test a safer workflow.

Before AI Changes ED Care, Run It in Shadow Mode

AI in Emergency Medicine

Before AI Changes ED Care, Run It in Shadow Mode

September 27, 2026 · Chester Shermer, MD, FACEP

Before an AI model changes an emergency department workflow, run it in shadow mode. Here is what to measure, who owns the stop rule, and what should earn go-live.

The AI ECG Is a Second Reader, Not a Rule-Out Test

AI in Emergency Medicine

The AI ECG Is a Second Reader, Not a Rule-Out Test

September 13, 2026 · Chester Shermer, MD, FACEP

AI-assisted ECG can surface hidden ischemic patterns, but it cannot replace a clinician’s read, serial testing, or bedside judgment. Build the workflow around disagreement and false reassurance.

When the ED AI Goes Dark: Build the Downtime Drill Before Go-Live

AI in Emergency Medicine

When the ED AI Goes Dark: Build the Downtime Drill Before Go-Live

August 30, 2026 · Chester Shermer, MD, FACEP

An ED AI outage is a clinical transition, not only an IT incident. Use five tests to recognize failure, switch to a safe fallback, reconcile the record, and train the team before the next shift depends on it.

Before Your ED Buys AI, Demand the Evidence Packet

AI in Emergency Medicine

Before Your ED Buys AI, Demand the Evidence Packet

August 23, 2026 · Chester Shermer, MD, FACEP

A vendor demo is not evidence that an AI tool will work in your emergency department. Here is the evidence packet and local stop rule to require before go-live.

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