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by djoldman 143 days ago
> Medical AI: In 2016, Geoffrey Hinton—the “father of modern AI”—predicted that radiologists would be replaced within five years. We are now a decade past that prediction, and radiologists are as essential as ever.

This one is instructive. State of the art radiology image classification models match or exceed the performance of expert human radiologists.

But radiologists haven't been replaced... why?

The simplest answer is that classifying images is not all a radiologist does, and therefore cannot be replaced completely by a computer.

Radiologists serve as the human-in-the-loop to blame if something goes wrong. Also, there are myriad regulations in healthcare that slow or prevent the adoption of tools like this: FDA regs on medical devices, insurance stuff, professional associations, etc.

Like much of the tech world, the problem often isn't the tech, it's the context.