Foundation models are changing how clinical teams prototype imaging tools.
Where They Help
- Faster adaptation to new modalities
- Better zero-shot baseline performance
- Improved report assistance for low-confidence findings
Where Caution Is Needed
- Site-specific calibration remains mandatory
- Validation across demographics is essential
- Human oversight must stay in the loop
Adoption works best when hospitals phase rollout by workflow risk level.