You also assume that all the models in use will in fact be retrained.
Generally, this position flies in the face of lived experience. AI is in fact stifling adoption of new things across many industries.
You also assume that all the models in use will in fact be retrained.
Generally, this position flies in the face of lived experience. AI is in fact stifling adoption of new things across many industries.
There are definitely many physicians who do take in the latest developments judiciously. But I find the long tail of default resistance to be very, very long.
I’m sure the same thing applies worldwide.
I suffer from a chronic illness. I saw 5 different specialists over the past 2 years, and each one gave me different treatment. A couple even relied on information from the 70s and 80s. One even put me in the ER because he changed my treatment after I explicitly told him not to.
Another example: Back in my 20s, I injured my back. I took my MRI results to six different doctors - and I'm serious here, every one gave me a different diagnosis. In the end, I fixed it myself by doing my own research and treatment (2 years of physical therapy). One doctor said I had pain because spine fragments were lodged in my spinal cord (not true). Two of the doctors were even pushing me into invasive surgeries, and I'm so glad I told them no.
I don't understand the praise for doctors. If I had to generalize, I'd guess the majority give up learning after achieving wealth and status. seems like an art and not a science. I will emphatically welcome AI treatment.
My dad, who worked in construction, got disabling back pain just in time for the Volcker-Freedman recession [1] His doc wanted to give him surgery which had the risk of being even more disabling, he said he'd go to a chiropractor, his doc said "if you don't do that then don't see me". I remember him taking me along for his chiropractor visits and getting a waterbed (bad idea.) He was on workman's comp at the time but got better around the time the economy got better and work was available again. Not to say he was consciously malingering, but work-associated pain has a lot to do with how you feel about your work.
And that deploying the retrained models won’t require a costly and time consuming recertification process. This is medicine after all.
Many articles and conferences are in english, often dont get translated (well), and one friend who is urology surgeon specifically mentioned this as an issue in his (former) department in Switzerland's biggest hospital (HUG in Geneva). They simply lag behind bleeding edge a bit.
Can't comment on other languages/cultures, but french speaking folks and english often dont pair well together.
Aside from time constraints and perhaps no incentive to stay up to date, we do have to remember that some of these new discoveries always take time to find their way into becoming SOTA treatments everywhere, due to costs, regulations needing updates, special training or equipment being required, as well as sometimes only being marginally better than existing treatment options.