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thepotatodude commented on Anthropic AI tool sparks selloff from software to broader market   bloomberg.com/news/articl... · Posted by u/garbawarb
simianwords · 6 days ago
I came across this company called OpenEvidence. They seem to be offering semantic search on medical research. Founded in 2021.

How could it possibly keep up with LLM based search?

thepotatodude · 5 days ago
https://arxiv.org/abs/2512.01191

See this. I use OpenEvidence. It has access to full text from some of the major medical journals. But generalist models seem to outperform it. Not sure what is going on there.

thepotatodude commented on Google removes AI health summaries   arstechnica.com/ai/2026/0... · Posted by u/barishnamazov
threethirtytwo · a month ago
>Where will all those students rotate for their clinical years? There aren’t enough hospital slots.

This is a policy fiction. Residency slots are capped by federal law, not by hospital capacity. The Balanced Budget Act of 1997 froze Medicare-funded residency positions, and despite modest expansions decades later, the cap remains largely intact. Teaching hospitals routinely report excess clinical volume relative to trainee supply. The bottleneck is artificial and regulatory, not logistical.

>Stop taking aim at people who sacrifice so much to help you. The real cost driver is administrative bloat.

This framing collapses under scrutiny. Administrative bloat is real and well-documented, but pretending physician incentives are irrelevant requires willful blindness. Numerous studies show that U.S. physicians earn multiples of their OECD peers while delivering no commensurate advantage in outcomes. Many doctors are motivated by altruism, but many are also motivated by status, income, and professional gatekeeping—normal human incentives in a high-prestige, high-pay profession.

Further, high patient throughput is not an accident. Fee-for-service reimbursement structurally rewards volume over care quality. Seeing 20–30 patients a day is not a moral failure of individual doctors, but it does predictably lead to burnout, emotional detachment, and assembly-line medicine. Incentives shape behavior. Ignoring that is not compassion, it’s denial.

>Physician reimbursement is only ~9% of national healthcare spending.

That statistic is repeatedly used as a rhetorical shield, and it shouldn’t be. Cost systems do not fail because of a single oversized line item; they fail because multiple protected constituencies simultaneously extract rents while deflecting blame. Administrative overhead, defensive medicine, pharmaceutical pricing, hospital consolidation, reimbursement incentives, and physician compensation are jointly optimized for revenue, not outcomes.

Nine percent of a multi-trillion-dollar system is not trivial. More importantly, physician compensation is not isolated—it drives downstream costs through referral patterns, test ordering, procedure rates, and resistance to scope-of-practice reform. Treating physicians as a sacred class exempt from economic critique is precisely how you end up with a system that is unaffordable, unaccountable, and structurally resistant to reform.

If the argument is “9% is too small to question,” then by that logic no component is ever large enough to examine in isolation, which is how dysfunctional systems persist indefinitely. Real reform requires abandoning moralized narratives and admitting the obvious: healthcare costs are the product of aligned incentives across many actors, and physicians are not magically outside that system simply because the story is uncomfortable.

thepotatodude · 24 days ago
Try it.

We are yet to see major, nationwide physician strikes. If that is what it will take for society to realize the value provided, so be it. Without physicians, there is very little healing going on. You can't say the same for so many other roles.

thepotatodude commented on A $2,500 full body scan said he was healthy. Then he had a catastrophic stroke   washingtonpost.com/health... · Posted by u/ThePhantom
duxup · a month ago
My question about these kinds of scans is that under normal procedures, let’s say an orthopedic issue, a radiologist looks at the scan but wouldn’t an orthopedic doctor also look?

For a more general scan is it just a radiologist?

If so it seems like a lesser examination.

thepotatodude · a month ago
Radiologists >>>> ortho bros

at reading scans. Not even close.

thepotatodude commented on Havana Syndrome Device Purchased   cnn.com/2026/01/13/politi... · Posted by u/yalok
thepotatodude · a month ago
I think Havana Syndrome was caused by non-human technology. Whether they have reverse-engineered it or not is the question.
thepotatodude commented on Google removes AI health summaries   arstechnica.com/ai/2026/0... · Posted by u/barishnamazov
derbOac · a month ago
I don't think physician compensation per se is a good metric for capturing the effect of lack of providers, because some of the increased costs are due to the bottlenecks in the services per se, in terms of procedure costs and types of procedures offered. I also don't think the number of providers per se under the current regime, without deregulation or reregulation of practice boundaries, is representative of what would happen if there were changes in those boundaries. Adding more optometrists 5 years ago isn't the same as changing what they're allowed to do. It also doesn't address what cost increases would have been without an increase in the number of providers.

9% might also seem pretty big to me if it's out of all spending and doesn't include other provider compensation? What if overall healthcare costs went down, but physician compensation stayed the same? Would that then be a problem because it was an increased proportion of the total costs — fat left to be trimmed, so to speak?

There are many problems that don't have anything to do with providers per se, but I also don't think you can glean much by extrapolating to more of the same, especially compensation per se.

thepotatodude · a month ago
9% is nothing when you consider that these people provide the value. With no physicians, there is no healthcare.
thepotatodude commented on Google removes AI health summaries   arstechnica.com/ai/2026/0... · Posted by u/barishnamazov
threethirtytwo · a month ago
This argument doesn’t make sense to me. Insurance companies are structurally incentivized to minimize payouts across the board. They want hospital bills lower, physician compensation lower, and patient payouts as small as possible. If insurers had unilateral power, total medical spending would collapse, not explode.

The real source of high medical costs is the entity that sets the hospital bill in the first place.

The explanation is much simpler than people want to admit, but emotionally uncomfortable: doctors and hospitals are paid more than the free market would otherwise justify. We hesitate to say this because they save lives, and we instinctively conflate moral worth with economic compensation. But markets don’t work that way.

Economics does not reward people based on what they “deserve.” It rewards scarcity. And physician labor is artificially scarce.

The supply of doctors is deliberately constrained. We are not operating in a free market here. Entry into the profession is made far more restrictive than is strictly necessary, not purely for safety, but to protect incumbents. This is classic supply-side restriction behavior, bordering on cartel dynamics.

See, for example: https://petrieflom.law.harvard.edu/2022/03/15/ama-scope-of-p...

We see similar behavior in law, but medicine is more insidious. Because medical practice genuinely requires guardrails to prevent harm and quackery, credentialing is non-negotiable. That necessity makes it uniquely easy to smuggle in protectionism under the banner of “safety.”

The result is predictable: restricted supply, elevated wages, and persistently high medical costs. The problem isn’t mysterious, and it isn’t insurance companies. It’s a supply bottleneck created and defended by the profession itself.

Insurance companies aren't innocent angels in this whole scenario either. When the hospital bill fucks them over they don't even blink twice when they turn around and fuck over the patient to bail themselves out. But make no mistake, insurance is the side effect, the profession itself is the core problem.

thepotatodude · a month ago
Physician reimbursement is only ~9% of national healthcare expenditures.

I tell you this with certainty as a 3rd year medical student: If physician wages go down and tuition stays as is, no one will do this. Intrinsic motivation to help people evaporates as soon as you see how enshittified healthcare in the US has become.

I do agree that medical school is far too restrictive to get into (For MD schools at least). However, if you want to make medical school easier to get into: Where will all those students rotate at for their clinical years? There aren't enough spots in hospitals to jam students in.

Stop taking aim at the people that sacrifice so much to help you. Take aim at the real drivers of healthcare expenditures: administrative bloat.

thepotatodude commented on Google removes AI health summaries   arstechnica.com/ai/2026/0... · Posted by u/barishnamazov
scarab92 · a month ago
Society pretends that human doctors are better than they really are, and AI is worse than it really is.

It's the self-driving cars debate all over again.

thepotatodude · a month ago
It's really just not there yet. I've been in medical school for >3 years now and have been using the latest models with good prompting. They have gotten much better, but I still see misses that my classmates would easily catch. This is not acceptable in healthcare. It's certainly not getting 100% on all my assignments, which are a step below the complexity of real-world clinical practice.

Before medical school, I was not so sure of the quality of your average doc. Now having spent a year in clinical practice across various settings, I am extremely reassured. I can say with certainty that a US trained doctor is miles ahead of AI right now. The system sucks really bad though and forces physicians to churn patients, giving the impression that physicians don't pay attention/don't care/etc.

thepotatodude commented on Google removes AI health summaries   arstechnica.com/ai/2026/0... · Posted by u/barishnamazov
UncleMeat · a month ago
When I look at the US, the symptom -> diagnosis hypothesis is not anywhere near the most expensive bit. If you have a medical issue and AI works effectively for this then it saves you maybe one trip to your GP. Your insurance probably still requires your GP to provide a referral to a specialist. If insurance companies allow for AI to be used in place of a referral then you save this trip. But you still need all of the stuff to confirm a diagnosis. And you still need all of the treatment.

If you don't have a medical issue and an AI system tells you this then you save yourself a trip to a specialist and the associated diagnostic tests. Again, this saves a bit of money but is nowhere near the bulk of medical expenses. And it has to be able to do this without any diagnostic testing, just based off of your reported symptoms.

Even if AI diagnosis works flawlessly we save a bit of money but absolutely do not revolutionize the cost of the industry.

thepotatodude · a month ago
Salaries for healthcare workers make up only a small portion of expenditures. You do not want to avoid a trip to your GP for an AI system.

It'll be great at first while in development. But when profits need to be generated, seeing a specialist will get harder. There will be less wiggle room. I predict we will see more GP utilization.

thepotatodude commented on Google removes AI health summaries   arstechnica.com/ai/2026/0... · Posted by u/barishnamazov
simianwords · a month ago
Different levels of capabilities. The summary feature in google uses a quick and inaccurate AI model. Were it to be a heavier model, we wouldn’t have this problem.
thepotatodude · a month ago
We would still have this problem. The heavier models make mistakes at too high a rate vs. a physician. Especially on imaging data. Real world data and patient presentations often deviate from the textbooks they are trained on.

-Med student

thepotatodude commented on Google removes AI health summaries   arstechnica.com/ai/2026/0... · Posted by u/barishnamazov
terminalshort · a month ago
What medication is this? It's always given me good info.
thepotatodude · a month ago
I do not rely on the AI summaries from Google for health related inquiries. It has proven wrong too often.

-Med student

u/thepotatodude

KarmaCake day-3January 13, 2026View Original