Adult X-ray AI adapted for newborns beats hospital models at 29 of 30 NICUs in 20 countries

DrDatta_AIIMS · x · 2026-10-14

Published in Nature Biomedical Engineering: medical AI is built for adults, leaving newborns behind. Researchers adapted an adult X-ray model for checking breathing tube placement, deploying it to 30 NICUs across 20 countries, with each site contributing just 50 X-rays for local learning.

At 29 of 30 hospitals, it pinpointed the tube tip and trachea base more accurately than the hospitals' own models, including sites it never trained on.

Context: only 17% of FDA-authorized AI medical devices are labeled for children, largely because pediatric data is scarce; out of the box, the adult model misplaced the tube tip on newborns.

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