Earlier quoted context omitted.
I'm curious how many people would want a second opinion (from a human) if they're presented with a bad discovery from a radiological exam and are then told it was fully automated. I have to admit if my life were on the line I might be that Karen.
Self-care is being Karen since when?
Demand for human radiologists is at an all-time high
301–310 of 486 posts
Re: Demand for human radiologists is at an all-time high
#302Earlier quoted context omitted.
The assumption is that more productive AI + humans leads to cost reductions. But if everyone involved has a profit motive, you end up cutting at those cost reductions. "We'll save you 100 bucks, so give us 50", done at the AI model level, the AI model repackager, the software suite that the hospital is using, the system integrators that manage the software suite installation for the hospital, the reseller of the inte…
Nobody has a profit motive since doctors get their bills paid per procedure and health insurers have a profit cap.
I also think that the profit cap percentage is not something that applies across the board to every single player in the healthcare space.
Re: Demand for human radiologists is at an all-time high
#303I'm an interventional radiologist with a master's in computer science. People outside radiology don't get why AI hasn't taken over. Can AI read diagnostic images better than a radiologist? Almost certainly the answer is (or will be) yes. Will radiologists be replaced? Almost certainly the answer is no. Why not? Medical risk. Unless the law changes, a radiologist will have to sign off on each imaging report. So say yo…
Doesn't most of the stuff a radiologist does get double checked anyways by the doctor that orders the scan in the first place? I guess not a more typical screening scan like a mammogram. However, for anything else like a CT, MRI, Xray, etc. I expect the doctor/NP that ordered it in the first place will want to take a look at the image itself and not just the report on the image.
I am nowhere near as good as our worst radiologist (who is, frankly... not great). It's not even close.
Re: Demand for human radiologists is at an all-time high
#304The best story I heard about machine learning and radiology was when folks were racing to try to detect COVID in lung X-rays. As I recall, one group had fairly good success, but eventually someone figured out that their data set had images from a low-COVID hospital and a high-COVID hospital, and the lettering on the images used different fonts. The ML model was detecting the font, not the COVID. [a bit of googling la…
I remember a claim that someone was trying to use an ML model to detect COVID by analyzing the sound of the patient coughing. I couldn't for the life of me understand how this was supposed to work. If the coughing of COVID patients (as opposed to patients with other respiratory illnesses) actually sounds meaningfully different in a statistically meaningful way (and why did they suppose that it would ? Phlegm is phleg…
Re: Demand for human radiologists is at an all-time high
#305I'm an interventional radiologist with a master's in computer science. People outside radiology don't get why AI hasn't taken over. Can AI read diagnostic images better than a radiologist? Almost certainly the answer is (or will be) yes. Will radiologists be replaced? Almost certainly the answer is no. Why not? Medical risk. Unless the law changes, a radiologist will have to sign off on each imaging report. So say yo…
This is like saying that self-driving cars won't ever become a thing because someone behind the wheel needs to be to blame. The article cites AI systems that the FDA already has cleared to operate without a physicians' validation.
Re: Demand for human radiologists is at an all-time high
#306I'm an interventional radiologist with a master's in computer science. People outside radiology don't get why AI hasn't taken over. Can AI read diagnostic images better than a radiologist? Almost certainly the answer is (or will be) yes. Will radiologists be replaced? Almost certainly the answer is no. Why not? Medical risk. Unless the law changes, a radiologist will have to sign off on each imaging report. So say yo…
Re: Demand for human radiologists is at an all-time high
#307Earlier quoted context omitted.
Id be more concerned about the false negative. My report says nothing found? Sounds great, do I bother getting a 2nd opinion?
You pay extra for a doctor's opinion. Probably not covered by insurance.
Re: Demand for human radiologists is at an all-time high
#308Re: Demand for human radiologists is at an all-time high
#309Earlier quoted context omitted.
But this indicates lack of incentives to reduce healthcare costs by optimisation. If AI can do something well enough , and AI + humans surpass humans leading to costs reductions/ increased throughput this should be reflected in the workflows. I feel that human processes have inertia and for lack of a better word, gatekeepers feel that new, novel approaches should be adopted slowly and which is why we are not seeing t…
Remember, the AI doesn’t create anything, so you add risk potentially to the patient outcome and perhaps make advancement more difficult. My late wife had to have a stent placed in a vein in her brain to relieve cranial pressure. We had to travel to to New York for an interventional radiologist and team to fish a 7 inch stent and balloon from her thigh up. At the time, we had to travel to NYC, and the doctor was one…
i would presume that AI taking over won't erase the physical work, which would mean existing training regimes will continue to exist.
Until one day, an AI robot is capable of performing such a procedure, which would then mean the human job becomes obsolete. Like a horse-drawn coach driver - that "job" is gone today, but nobody misses it.
Re: Demand for human radiologists is at an all-time high
#310Earlier quoted context omitted.
This is like saying that self-driving cars won't ever become a thing because someone behind the wheel needs to be to blame. The article cites AI systems that the FDA already has cleared to operate without a physicians' validation.
> This is like saying that self-driving cars won't ever become a thing because someone behind the wheel needs to be to blame. Which is literally the case so far. No manufacturer has shown any willingness to take on the liability of self driving at any scale to date. Waymo has what? 700 cars on the road with the finances and lawyers of Google backing it. Let me know when the bean counters sign off on fleets in the mil…