Armghan Ans/LinkedIn

Apr 10, 2026, 17:08

Armghan Ans: 3 Questions Worth Sitting with If You Work in Stroke AI

Armghan Ans, Assistant Professor and Director of Stroke at UPMC Washington, Founder of MDAdopt, shared on LinkedIn:

”The 2026 AHA/ASA stroke guidelines updated in January.

Three questions worth sitting with if you work in stroke AI:

When did you last audit your clinical logic against the current guideline?

Not when the product launched.

Since January 26th:

These moved.

Most products haven’t.

Was that audit done at the clinical logic level – not just the product level?

The question isn’t whether a clinician was involved at launch.

It’s whether someone with current clinical knowledge reviewed the specific alert thresholds and decision boundaries after January 26th.

Do you have a system for updating clinical logic when evidence shifts – or does it require a full product cycle?

The AHA has signaled a move toward a living guideline model with more frequent updates.

That cadence rewards a system over a one-time review.

In stroke AI, the risk isn’t that your model is wrong.

It’s that it’s quietly outdated.

Full article at the most recent edition of weekly TAIN – The AI Neurologist.

Stay updated with Hemostasis Today.

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