# James Cook University Shows Why AI Medical Imaging Models Break in Real Hospitals — retained record

> Retained news record from news:ml-alphasignal.

Canonical: https://highsignal.app/data/records/23acea1a01d86126

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source: [news](https://highsignal.app/data/news) (news:ml-alphasignal)  published 2026-10-28 12:02 ingested 2026-10-29 03:02

[original source ↗](https://alphasignal.ai/news/james-cook-university-shows-why-ai-medical-imaging-models-break-in-real)

## retained text



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A new survey reframes foundation model adaptation for medical imaging as a risk-control problem, mapping five mechanisms to clinical deployment trade-offs.
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