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In my experience, a lot or radiology is closer to fortune telling than image analysis.

I worked with image processing people who were researching ways to automate or semi-automate the work done in medical imaging. They quickly learned that the best way to learn from someone in the medical profession was not to sit down and talk with them, but to to follow them around all day. The ground-truth lay in the gestalt.




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