4 ms·
There's a lot of interesting things going on at the intersection of medicine and AI. That said, it's important to understand some of the limitations: 1.) Medic
by entee 10y ago
There's a lot of interesting things going on at the intersection of medicine and AI. That said, it's important to understand some of the limitations:
1.) Medical data is often quite sparse and quite poor quality
You may only get a few years here and there for a patient, and a lot of the things mentioned in the article ("cough is raspy", "I have a feeling it might be pneumonia") aren't always in the medical record, and even if they are they aren't in a form that's easily accessible to a computer.
2.) Interaction matters
Seeking medical care is an extremely vulnerable state to be in. A good doctor isn't doing just diagnosis, but teasing out the right bits of information. It's unclear how a computer will handle, "I feel I'm not getting the full story from this patient" situations. A good doctor (not all of them are) will have the interpersonal skills to get the full story.
Finally, even if you solve diagnosis, then what? You have to take action. For a lot of expensive chronic conditions, it's not like the answer isn't obvious or even particularly needs diagnosis. If you're overweight, you probably already know you should eat less and maybe be more active. Many times even people with certifiable diabetes diagnoses do not change their lifestyle appropriately. How you handle putting the diagnosis into action is a tough problem, and it's not entirely clear how things like AI will fix it. Convincing people to change habits is damn hard.
Disclosure: I work as a data scientist at a medical AI startup (www.lumiata.com)
- HillaryBriss 10y ago> Interaction matters really, just following your lead here, but i guess we should then ask: do patients respond better to a doctor they have a good relationship with? i mean, there are some patients who might say, "Well, I made a deal with my doctor that I'd reduce my sugar intake and try to keep my blood glucose levels down below X, on average" (or whatever) and maybe they're motivated by a desire to please their doctor or not disappoint their doctor. but, could that work as well for a robot doctor? what would happen if there were a robot doctor that patients liked more than any of their human doctors?