[jac241]

The hard part in medicine isn't diagnosis and it's not performing the surgeries, it's disease prevention, it's working with patients to find treatment plans they can tolerate, and it's coordinating all of the moving parts (skilled nursing facilities, pharmacies, inpatient rehab facilities, outpatient rehab facilities, durable medical equipment, home health care, insurance companies) to deliver care that results in a good outcome. Where hospital care falls apart is when labs/tests don't get performed in a timely manner and when protocols/standardized treatments aren't followed. You don't need AI to make that work, you need wider adoption of checklists with workflows that are efficient enough to continue to deliver care to the same amount of people while they're being implemented so that hospitals are willing to adopt them. The diseases that can be effectively caught with screening tests - colon cancer, cervical cancer, breast cancer, lung cancer in high risk patients, abdominal aortic aneurysms, hyperlipidemia, hypertension, depression, etc. - already have screening programs in place.

Every dollar spent coming up with the next automated imaging diagnosis model would be better spent on a model that encourages people to get up and exercise 5x/week, quit smoking (or never start), and get their colonoscopy. Once the patient is presenting to the doctor with heart failure, coronary artery disease, carotid stenosis, COPD, colon cancer, etc. the battle is already lost.

Complain all you want about the healthcare system holding data back. You don't need the healthcare system to make the biggest impact on people's health.

—- I’ll add that your shamanism comment sounds like the typical bs that the 20-something software engineer, who thinks they know everything because they make more than 100k a year and have never had to go to a doctor for anything other than strep throat or generalized anxiety disorder let alone spent anytime in a hospital other than to visit family members, that are everywhere on this site loves to say about physicians or other healthcare workers to shit on them.