ChatGPT has made a material difference in my ability to understand health problems, test results, and to communicate with doctors effectively. My wife and I were talking last night about how helpful it was in 2025. I hope that it continues to be good at this.
I want regulators to keep an eye on this and make smart laws. I don't want it to go away, as its value is massive in my life.
(One example, if you are curious: I've been doing rehab for a back injury for about 10 years. I worked with a certified trainer/rehab professional for many years and built a program to keep me as pain-free as possible. I rebuilt the entire thing with ChatGPT/Gemini about 6 weeks ago, and I've had less pain than at any other point in my life. I spent at least 12 hours working with AI to test and research every exercise, and I've got some knowledge to help guide me, but I was amazed by how far it has come in 12 months. I ran the results by a trainer to double-check it was well thought out.)
A phrase I liked to describe what we're doing with LLMs is "building a personal panopticon". The benefits are immense but you're placing a huge bet on the landlord of the tower.
Google did that, Facebook did that and every other company who boasted their user-base numbers did that. They sold user attention and harvested user data. Nothing new here.
Do users find value in it? Thats the ultimate question. I think it is a resounding yes.
Users found value in leaded gasoline too.
Which is not a helpful argument in this discussion.
It's to blunt and feels more ignorant.
I think the argument that “value to users is the only thing that matters” is the blunt one. My point is that most situations are much more nuanced than that.
If you have nothing to say, but insult the other, better not to post.
I clearly say something.
I evaluate transparent his argument
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ChatGPT mostly refuses to talk health issues , while i have found Gemini is reasonably cooperative when asking for things like symptoms and treatments .
This makes me not wanting to try out their new offering.
My dad used ChatGPT to guide him through testing, diagnosis, preparation, and recovery from a quadruple bypass. He never mentioned it refusing to talk about anything, just about how indispensable it was in the process and saved him months of time over skipping it and relying on the medical system alone, without help.
For example, it told him to go out and get a test on his own before meeting with a certain specialist, so the specialist didn’t order it during the first meeting and then need to wait for a follow up after reviewing it. He did this, gave the results to ChatGPT, which sounded the alarm. He sent a message with the results to his doctor and his appointment with the specialist was moved up to the same week, instead of 3 months out.
Is that foreshadowing of ChatGPT redirecting users to ChatGPT Health in some way? Base product no longer answers everything, now I need to pay an add-on fee to talk about health related things?
I doubt it. It's probably a CYA thing. There are a whole bunch of hot-button topics ChatGPT won't talk about, not because OpenAI will ever try to monetize them but because they're fodder for lawsuits.
It's quite easy to "jailbreak" by asking it to discuss hypotheticals, help you write accurate information for a fictional account, etc.
This is my experience too. Most bots are happy to discuss health stuff in a vacuum, which works for some queries.
What sorts of things did it refuse to talk to you about? I've talked with it about my health extensively and uploaded lab reports which it happily interpreted.
it reads the lab report but every one of its answers is prefaced with a refusal. It does provide some information but insists on general answers.
Example phrases it uses: "I can’t give medical advice or tell you what to do based on this report". "I will keep this general and informational, not personalized medical instructions."
Weird, This is not my experience at all. For example, here's chat gpt giving me an incorrect diagnosis (the anemia is due to a genetic condition, not iron deficiency).
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You said: MyChartPLUS - Test Details.pdf PDF Can you interpret these blood test results ChatGPT said: Here’s an interpretation of the blood test results you provided:
White Blood Cell Count (WBC) Value: 9.2 (Normal: 3.8 - 10.8 Thousand/uL)
Within the normal range, indicating no immediate signs of infection or inflammation.
Red Blood Cell Count (RBC) Value: 5.29 (Normal: 3.8 - 5.1 Million/uL)
Elevated (High). This could indicate dehydration, stress, or other conditions like polycythemia.
Hemoglobin Value: 10.9 (Normal: 11.7 - 15.5 g/dL)
Low. Suggests anemia, possibly due to iron deficiency or chronic disease.
Hematocrit Value: 36.0% (Normal: 35.0 - 45.0%)
Within the normal range, but on the lower side, supporting the presence of mild anemia.
Mean Corpuscular Volume (MCV) Value: 68.1 (Normal: 80.0 - 100.0 fL)
Low. Indicates microcytic anemia, often due to iron deficiency.
Mean Corpuscular Hemoglobin (MCH) Value: 20.6 (Normal: 27.0 - 33.0 pg)
Low. Suggests hypochromia (paler red blood cells), often associated with iron-deficiency anemia.
Mean Corpuscular Hemoglobin Concentration (MCHC) Value: 30.3 (Normal: 32.0 - 36.0 g/dL)
Slightly low. May reflect reduced hemoglobin in red blood cells, consistent with iron-deficiency anemia.
Red Cell Distribution Width (RDW) Value: 15.8% (Normal: 11.0 - 15.0%)
Elevated. Indicates variability in red blood cell size, common in iron-deficiency anemia.
Platelet Count Value: 397 (Normal: 140 - 400 Thousand/uL)
Normal, but on the higher side of the range.
Other Key Metrics Absolute Neutrophils, Lymphocytes, Monocytes, Eosinophils, Basophils: All within normal ranges, suggesting no significant abnormalities in immune cell populations.
Anisocytosis (1+): Indicates variation in red blood cell size.
Hypochromasia (1+): Suggests pale red blood cells, supporting iron-deficiency anemia.
Summary These results suggest iron-deficiency anemia, characterized by low hemoglobin, low MCV, low MCH, and high RDW. The elevated red blood cell count may reflect compensatory mechanisms or mild dehydration.
Your provider recommends a heart-healthy, low-fat diet, which is great for overall health. However, addressing the anemia might also involve increasing dietary iron or taking iron supplements.
If you have symptoms such as fatigue, shortness of breath, or dizziness, it’s advisable to follow up with your healthcare provider for further management.
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Later on (months later) I gave it a different lab report that contained iron as well, and without the iron deficiency red herring it guessed correctly.
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You said: lab.pdf PDF ChatGPT said: Here’s what jumps out from your lab report. lab
Lipids (fasting) Total cholesterol 139, LDL 72, non-HDL 94 → these are excellent / low-risk numbers.
Triglycerides 141 → normal (borderline-ish but still under 150).
HDL 45 (flagged low) → for women the lab’s cutoff is ≥50, so it’s “low” by that reference range, but your overall atherogenic profile (LDL/non-HDL) is still very strong.
CBC: clear microcytic anemia pattern These are the key pieces:
Hemoglobin 10.5 (low) and Hematocrit 34.9 (low) → anemia.
MCV 67.8 (low) + MCH 20.4 (low) → red cells are small and low-hemoglobin (microcytic, hypochromic pattern).
RBC count 5.15 (slightly high) + RDW 15.8 (high) and morphology showing anisocytosis → this combo is important.
Iron studies: not iron-deficiency looking Ferritin 109 (normal)
Iron 83 (normal)
% saturation 24 (normal)
TIBC 343 (normal)
That’s not the classic pattern of iron deficiency (where ferritin is usually low and iron saturation often low). lab
What this combination often suggests With microcytosis + anemia + a relatively high RBC count and normal ferritin/iron, one of the more common explanations clinicians consider is a hemoglobin variant/thalassemia trait (especially beta-thal trait), though this is not a diagnosis by labs alone.
There are other possibilities too (less common, but part of the “microcytic anemia with normal iron” differential), so the right next step is targeted follow-up testing rather than guessing.
What I’d ask your clinician about next Repeat CBC (to confirm) + reticulocyte count
Peripheral smear review (if not already done beyond the automated morphology flags)
Hemoglobin electrophoresis (or HPLC) to evaluate for beta-thalassemia trait/hemoglobin variants
If electrophoresis is normal but suspicion remains: alpha-thalassemia testing can be considered (often not seen on standard electrophoresis)
If there’s any reason to suspect it: lead level (uncommon, but classic cause of microcytosis)
When to seek urgent care vs routine follow-up Routine follow-up is usually fine, but get urgent evaluation if you have:
chest pain, fainting, severe shortness of breath at rest
black/tarry stools, heavy ongoing bleeding, or rapidly worsening symptoms
If you tell me whether you’ve had heavy periods, recent pregnancy/postpartum, GI symptoms, or a known family history of anemia/thalassemia, I can help you interpret which follow-up path is most likely to be useful—but even without that, the “microcytic anemia + normal iron studies” piece is the main thing to bring to your ordering clinician.
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Ive had fairly complex health issues and have never had issues with ChatGPT - other than I worry about the vast majority people in my scenario who do not understand AI.
AI can enable very misleading analysis and misinformation when a patient drives the conversation a certain way. Something I've observed in the community I'm a part of.
Not talking about acid reflux or back pain.
"While I can't provide medical advice..." is the 2025 version of "As a large language model trained by OpenAI..."
If it is genuinely beneficial, this will become an open source project that everyone is able to run with a local agent in their house that runs cold. I will make one if no one else will, but discovering how to make it ubiquitously helpful and not drought with legal liability is challenging. I welcome a company willing to take this early risk.
Fascinating article.
Data security will be another important factor in whether we should choose our private health information with these third parties or not.
Manage My Health in NZ was hacked earlier this week: https://www.rnz.co.nz/news/national/583417/who-are-the-hacke...
LLMs for medical info are good, but they're easily abuseable. I've got a friend who is an anxious mom. They use gpt/Gemini to "confirm" all of their suspicions and justify far more doctor/medical visits than is at all reasonable, while also getting access to more recurring antibiotics than is reasonable. LLMs are basically giving them the gun powder to waste the doctor's time and slam an already stressed medical system when all their kids need most of the time is some rest and soup.
Yea, I'm in a particular health community. A lot of anxious individuals, for good reason, end up posting a lot of nonsense they derived from self-influenced chatgpt conversations.
That said, when used as a tool you have power over - ChatGPT has also freed up some of my own anxiety. I've learned a ton thanks to ChatGPT as well. It's often been more helpful than the doctors and offers itself as an always-available counsel.
Another user above described the curve as K-shaped and that resonates to me as well. Above a certain line of knowledge and discernment the user is likely to benefit from the tool. Below the line, the tool can become harmful.
Yeah, it’s a very powerful tool, and it needs to be used carefully and with intent. People on Hacker News mostly get that already, but for ordinary users it’s a full-on paradigm shift.
It moved from: A very precise source of information, where the hardest part was finding the right information.
To: Something that can produce answers on demand, where the hardest part is validating that information, and knowing when to doubt the answer and force it to recheck the sources.
This happened in a year or two so I can't really blame. The truth machine where you doesn't needed to focus too much on validating answers changed rapidly to slop machine where ironically, your focus is much more important.
> People on Hacker News mostly get that already
It’s super easy to stop fact checking these AIs and just trust they’re reading the sources correctly. I caught myself doing it, went back and fact checked past conversations, and lo and behold in two cases shit was made up.
These models are built to engage. They’re going to reinforce your biases, even without evidence, because that’s flattering and triggers a dopamine hit.
> This happened in a year or two so I can't really blame. The truth machine where you doesn't needed to focus too much on validating answers changed rapidly to slop machine where ironically, your focus is much more important.
Very much this for the general public. I view it as borderline* dangerous to anyone looking for confirmation bias.
Yea. Especially with absolutele garbage that is gooogle ai summary, which is just slightly worse than their "AI mode". I never saw anything hallucinate that much. It is much worse that it is included in every search and it have the google "stamp of quality" which was usually mark of well functioning product.
It's funny because their thinking* Gemini with good prompting is solid, but the injected summaries they give could easily be terrible if the people doing the querying is lacking a certain base knowledge on the query.
And tiny text at the bottom which shows only after clicking "show more" statement "Al responses may include mistakes" will certainly not fix that.
At least wording should be "is making mistakes" rather vaguely stating that it may occasionally in some cases produce mistake. Mistake can also be perceived as wrongly placed link and not absolutely made up information.
The HHS is asking for recommendations on how to leverage AI for healthcare: https://www.hhs.gov/press-room/hhs-ai-rfi.html
This is probably part of an effort to position them a potential vendor to help the government with this.
As an interventional radiologist, I want it to be easier to see images from outside hospitals. Epic has nearly solved the problem of seeing outside medical records. Yet, I still can't see the images for the CT scan you had from the hospital across the street unless I call the file room and get the images transferred.
I imagine once data sharing is more robust, it would be easier to validate AI models (at least specifically for radiology).
> This is probably part of an effort to position them (...)
who is "them" referring to in this sentence?
This sounds like it will be one of those products which starts out as an optional service, but eventually becomes required to use if you want to participate in the overall healthcare system.
Understand what you are trying to say but without giving an alternate solution what the reader would do with your thoughts?
I think the consequences of hackers obtaining health data like this would be unimaginable. OpenAI is far inferior to Apple when it comes to privacy and security protection.
I find it ironic that the article is warning against AI use while it uses an AI-made cover image. Surely they find the same fault with copyright issues and AI art? Right?
There's some irony in that, sure. But at the heart of the matter is privacy. It's about what you input into the chat, not about the output.
It’s not against AI. It’s against privacy issues arising though data mining & double speech.
> This isn’t just a health assistant. This is infrastructure for a healthcare marketplace.
It's an AI written article IMHO.
I interpreted that line as tongue-in-cheek, but on a second reading, I think you're right
Not mentioned in the article, but one interesting area where OpenAI could play is in participant identification and recruitment for clinical trials. In fact, ChatGPT could also help operate the clinical trials which is a highly paperwork intensive business, and therefore something that AI could add value to.
Ultimately pharmaceutical companies pay up to $100,000 per participant to hospital networks these charges must be itemized as expenses from the hospital on the most part (bounties are illegal usually.) open AI would provide a cheap way in for pharmaceutical companies to identify participants given that OpenAI has an incredible perspective into the physical and psychological state of their users. Imagine how much more is shared with OpenAI compared to a clinical trial coordinator at a hospital when a psychiatric drug is being tested.
This would also give OpenAI leverage in partnering with pharmaceutical companies. OpenAI executives have stated this is a goal, but otherwise they’ve made little progress on it.
It’s wild to imagine - someone with borderline personality disorder having delusional conversations with an AI chat Bot for six months, receiving an offer to participate in a clinical trial, and then having their subsequent AI conversations used as evidence to analyze the efficacy of the drug. The ironic thing is if that person had delusions about hidden forces listening to them…they’d be RIGHT!
Me and I hope they are selling me something to fix my RLS
I would give a lot of money to do so
My level of trust for data:
1) Claude
2) OpenAI
3) Grok
4) Gemini
Dystopian and frankly, gross. Its amazing to me that so many people are willing to give up control over their lives and in this case, their bodies, for the smallest inkling of ease.
The only thing you have control of in this world is your body (men only, women have already been denied body autonomy in the US), so giving this to the very entities that "do harm" as opposed to those who pledge to "do-no-harm", is straight up bonkers.
It's not the data or the use of said data for the intended purpose. There is a law of sorts in life that says what ever they promise, it will be broken. The data and its intended purpose will be perverted and ultimately used as a weapon against the very people who provided the data.
The LLM still provide value. They are much quicker than seeing a doctor, and with Deep Research for ChatGPT and whatever Gemini google search is calling it now you can actually get to see the sources from the information that it is looking at.
Parsing 100 different scientific articles or even google search results is not going to be possible before I get bored and move on. This is the value of LLM.
Even if the LLM data is used in training or sold off one way to protect oneself, is to add in knowingly incorrect data to the chat. You know it is incorrect, the LLM will believe it. Then the narrative is substantially changed.
Or wait like 6mo and the opensource Chinese models [Kimi/Qwen/Friends] will have caught up to Claude and Gemini IMO. Then just run these models quantized locally on Apple Silicon or GPU.
Blah blah blah.
I have a more niche genetic issue and I'm glad for you that you can think like this but no one cares enough to do the proper research for my problem.
If ml, massive compute, Google/chatgpt health do something in this direction (let's be honest anything) I'm glad for it.
You will be denied coverage and treatment because you volunteered your personal data with zero controls over its use and your rights. \
Denied by who? Most developed nations will not, including the US. Either way, that’s a separate problem solved by legislation or increased wealth transfers. Denying people information doesn’t help.
A truly naive understanding of American business and politics.
Do you believe that ChatGPT is doing the the research? I'm all in favor of better access and tools to research but at least in the US all of the research is being defunded, we're actively kicking researchers out of the country, and a bunch of white billionaires are proposing this as an alternative, based on training data they won't share.
This is a product feature that invalidates WebMD and the like. It does not solve any health problems.
> Dystopian and frankly, gross. Its amazing to me that so many people are willing to give up control over their lives and in this case, their bodies, for the smallest inkling of ease.
I've read people with chronic conditions reporting that chatgpt actually helped them land correct diagnosis that doctors did not consider so people are not just using that for "inkling of ease".
Yes, trading your privacy and autonomy for perceived ease is how they are going to steal your future and your freedom.
Please read my comment again. If you lived with chronic pain that multiple doctors failed to correctly diagnose and ChatGPT actually suggested correct diagnosis then you wouldn’t call it just perceived ease, but something that made your life much, much better. I’m doctor and I’m all for empowering patients (as long as they consult ChatGPT output with actual doctors). It’s very easy to criticize people resorting to llms if you do not have any rare debilitating condition that’s not correctly diagnosed.
I'll take a mysterious and amorphous future risk of privacy violations any day over current chronic pain.
What they seem to be saying is “this is how they get you,” which I agree with. Whether or not it’s immensely helpful is not being debated. There’s a very serious cost no matter what.
Genuinely curious, what happens to me if the wrong people know about my chronic back pain and GERD?
How is someone seeking for a way to deal with an inherited or environmentally caused illness giving up control of their body?
You will be assigned an individualized risk figure that will determine whether or not you are given coverage and treatment. Those decisions will happen without you or any MDs involvement. You will never know it happened and it will follow you for the rest of your life and your children's lives.
If they are willing to exert this level of indiscretion with privately sold data, I don't see why they wouldn't just use black market PHA in the absence of availability of the former.
Don’t forget that majority of the commenters on this platform live in a country that views suffering in pain from incurable disease as a “god intended way” (and a horse dose of morphine). Take it with a grain of salt.
What specific country are you talking about? I've had people close to me suffer health problems for years waiting for treatment because they worshipped the government healthcare system and government doctors so much that they refused to seek any help outside it.
Problem is, small and solvable health problems become incurable if you don't fix them in time.
Setting aside that you're factually incorrect, this sort of negative stereotyping of others based on their nationality (or ethnicity, or race) is inappropriate, especially on this forum. We don't need more bigotry here.
It's incorrect to notice that citizens of nations have commonly shared cultural beliefs and that affects their individual and aggregate behaviors in predictable ways? Interesting.
> Dystopian and frankly, gross. Its amazing to me that so many people are willing to give up control over their lives and in this case, their bodies, for the smallest inkling of ease.
You have to be extremely privileged to say something like this.
a) nobody is giving up control of their lives
b) get off your high horse, son
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There’s no real smoking gun here showing what they are taking, storing, and using (or how they’re using it). But I do agree that nobody should dive in to this until that’s better understood as it is likely they are not following HIPAA and will not respect your privacy. Definitely not when there’s money on the table. Given their track record the concern is warranted.
Once again, glad to live in Europe.
If you lived in the US and you didn't like this product, you can just choose to not use it. What benefit do you as a citizen of Europe derive from having this withheld from you?
"You can just choose not to use it", sure, until signing a consent form to use ChatGPT becomes mandatory for a doctor visit, just like all kinds of other technology (like having a cell phone to verify SMS, for example) is basically essential now to function in society.
Doctors in Europe already use LLMs to treat you.
My experience with ChatGPT is that it rarely dares to make short, generalizing, opinionated statements without an excruciating amount of hedging.
Doctors pay subscriptions for specialized software that relies on LLMs enriched with medical context. But like other professionals, they also use ChatGPT as a search engine and verify what it tells them by virtue of being, well, doctors.
i’m not the person you replied to. but a quick google search is just as much effort (on your part) as replying with a sassy “this sounds like a hallucination”. A low value comment in my opinion.
I found this:
https://www.who.int/europe/news/item/19-11-2025-is-your-doct...
Quote:
> “AI is already a reality for millions of health workers and patients across the European Region,” said Dr Hans Henri P. Kluge, WHO Regional Director for Europe. “But without clear strategies, data privacy, legal guardrails and investment in AI literacy, we risk deepening inequities rather than reducing them.”
Just like you can choose not to have a bank, any credit lines, a smartphone, or a car: only by arranging your entire life around those decisions or keeping close someone who has those things.
It is not that "this product is withheld from me". It is that we have laws to protect against abusive corporations. ChatGPT Health not being launched in EU is because OpenAI themselves realized it abuses peoples privacy.
> you didn't like this product, you can just choose to not use it
This is an over-simplification. I might like the product, but not be aware of the various ways it violates my privacy. Having laws that make it more risky for companies to do nefarious things makes me more confident that if a product is available in the EU market it doesn't do obviously bad things.
I get some of us here in the US have a near-allergic reaction to regulations or prohibition of any kind, but come on man. At some point you have to acknowledge we need the government to protect us from corporate greed, even on rare occasion. “Just don’t use it” is not a real argument when basically everyone is now expected to use LLM’s at work and beyond
Well, I've really love being protected from cookies. Has done wonders for my experience on the web.
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> It is inconceivable for this demographic to think of a product that can enrich both the corporation and the users.
Would you care to provide an example of such a product, to dissuade this perceived demographic cohort? I am not so certain your creative name calling will yield much results, however.
It's literally everything that people in relatively free markets buy.
Microsoft Windows is a great example that people will get really angry about, but like bubble gum also enriches the producer, seller and buyer.
Those are not great examples.
Bubble gum puts the buyer in a worse dental health situation.
Windows is a monopoly that controls the desktop market and the buyer would have been better off with a richer market with a variety of options.
You could have said cigarettes. They provide the same pleasure benefits as gum with unhealthy outcomes for the buyer.
By the same logic, an inmate in prison is benefiting from incarceration because they are receiving food and housing. Obviously, the costs of being imprisoned is greater than any "enrichment" from it, and this is exactly the case with Windows and almost all technology.
It’s concerning that this was even a question!!!
> Would you care to provide an example of such a product
Go to a pharmacy and look at the shelves and you will find such products. All made by companies looking for a profit.
Or just look everywhere around you, and you will see things made by corporation for their profit, which you have purchased to enrich your own life.
A pharmacy is a terrible example, as medicine is grossly overpriced for exactly the reason you state. The "users" may be getting "enriched" but the pharmacy is profiting a substantial order of magnitude more.
How could any pharmaceutical seller profit more than a patient whose life is saved by medicine?
There is no profit that is larger than your survival and your health. It's not even comparable. How can you value money above your own life?
Besides, most life saving and health saving medicine is cheap, so it doesn't matter if some revolutionary committee thinks they are "overpriced".
I mean… you don’t need to look very hard. Smart phones? Google Maps?
Is your life not enhanced by these products?
Not really. The provide convenience, sure, but fundamentally all technology creates dependence and limits freedom by influencing behavior in subtle ways, while disproportionately benefiting the technology owner/operator.
How does, say, refrigeration create dependence and limit freedom?
What are we “supposed” to be like?
Cool. Got anything interesting to say to us, besides expressing your disbelief at our mere existence?
ChatGPT
This "enrichment" is wildly asymmetrical to users, however.
That is not the asymmetrical power dynamic described between you and technology.
This sounds like excellent evidentiary material for a future insurer or government health provider to decide you're uninsurable, not eligible for a job, and so on.
And the great thing about it is that you already signed all your rights away for them to do this exact thing, when we could have had an open world with open models run locally instead where you got to keep your private health information private.
Can you explain the exact way in which this is possible? It’s not legal to be denied jobs based on health. Not to deny insurance
And how would you know what they base their hiring upon? You would just get a generic automated response..
You would not be privy to their internal processes, and thusfar not be able to prove wrong doing. You would just have to hope for a new Snowden and that the found wrongdoings would actually be punished this time.
It doesn't though. As an aside, I have been using a competitor to chatgpt health (nori) for a while now, and I have been getting an extreme amount of targeted ads about HRV and other metrics that the app consumes. I have been collecting health metrics through wearables for years, so there has been no change in my own search patterns or beliefs about my health. I just thought ai + health data was cool.
Usually there's one or two job responsibilities among many, that you can do, but not the way everyone else does them. The ADA requires employers to make reasonable accommodations, and some employers don't want to.
So less, the job requires you to stand all day, and more, once a week or so they ask you make a binder of materials, and the hole puncher they want you to use dislocates your hands (true story). Or, it's a desk job, but you can't get from your desk to the bathroom in your wheelchair unless they widen the aisles between desks (hypothetical).
Very large employers don't have a group rate. The insurance company administers the plan on behalf of the company according to pre-agreed rules, then the company covers all costs according to the employee health situation.
Read your policy!
I believe existing laws carve out exceptions for medical fitness for certain positions for this very reason. If I may, stepping back for a second: the reason privacy laws exist, is to protect people from bad behavior from employers, health insurance, etc.
If we circumvent those privacy laws, through user licenses, or new technology - we are removing the protections of normal citizens. Therefore, the bad behavior which we already decided as a society to ban can now be perpetrated again, with perhaps a fresh new word for it to dodge said old laws.
If I understand your comment, you are essentially wondering why those old laws existed in the first place. I would suggest racism or other systemic issues, and differences in insurance premiums, are more than enough to justify the existence of privacy laws. Take a normal office job as an example over a manual labor intensive job. No reason at all that health conditions should impact that. The idea of not being hired because I have a young child, or a health condition, that would raise the group rate from the insurer passing the cost to my employer (which would be in their best interest to do) is a terrible thought. And it happened before, and we banned that practice (or did our best to do so).
All this to say, I believe HIPAA helps people, and if ChatGPT is being used to partially or fully facilitate medical decision making, they should be bound under strict laws preventing the release of that data regardless of their existing user agreements.
> And if it's insurance, there's a group rate.
Insurers derive rates for each employer from each employer's costs where laws allow this. And many employers self fund medical insurance.
Do you have any proof they don't? Do you have any proof the "AI System" that they use to filter out candidates doesn't "accidentally" access data ? Are you willing to bet that Google, OpenAI, Anthropic, Meta, won't sell access to that information?
Also, in some cases: they absolutely do. Try to get hired in Palantir and see how much they know about your browsing history. Anything related to national security or requiring clearances has you investigated.
Probably not directly, that would be too vulnerable. But they could hire a background check company, that could pay a data aggregator to check if you searched for some forbidden words, and then feed the results into a threat model...
No they do not.
Anyone who has worked in hiring for any big company knows how much goes into ensuring hiring processes don't accidentally touch anything that could be construed as illegal discrimination. Employees are trained, policies and procedures are documented, and anyone who even accidentally says or does anything that comes too close to possibly running afoul of hiring laws will find themselves involved with HR.
The idea that these same companies also have a group of people buying private search information or ChatGPT conversations for individual applicants from somewhere (which nobody can link to) and then secretly making hiring decisions based on what they find is silly.
The arguments come with the usual array of conspiracy theory defenses, like the "How can you prove it's not happening" or the claims that it's well documented that it's happening but nobody can link to that documentation.
I'm kind of amazed that so many people in this comment section believe their Google searches and ChatGPT conversations are being sold and used.
Under this conspiracy theory they'd have to be available for sale somewhere, right? Yet no journalist has ever picked up the story? Nobody has ever come out and whistleblown that their company was buying Google searches and denying applicants for searching for naughty words?
Not yet. But Google itself would ask you for your resume if you happened to search for a lot of things related to programming.
> And how would you know what they base their hiring upon?
GDPR Request. Ah wait, regulation bad.
> It’s not legal to be denied jobs based on health.
There is a vast gap between what is not legal and what is actually actionable in a court of law, which is well known to a large power nexus.
> It’s not legal to be denied jobs based on health. Not to deny insurance
The US has been pretty much a free-for-all for surveillance and abusing all sorts of information, even when illegal to do so. On the rare occasions that they get caught, the penalty is almost always a handslap, and they know it.
How are you ever going to prove this?
You just get an automated denial from the ATS that's based on the output from AI inference engine.
The ADA made it illegal to discriminate against job seekers for health conditions and ObamaCare made it illegal to base cover and rates on pre-existing conditions.
What are the chances those bills last long in the current administration and supreme court?
And yet, if you want life insurance you can’t get it with a bunch of pre existing conditions. And you can be discriminated against as a job seeker as long as they don’t make it obvious.
These strawman arguments lack nuance.
If the person can use AI to lead a noticeably better life, something that may have been impossible previously due to economic circumstance, then the first order benefits outweigh the second order drawbacks.
I’m not disputing what you’re saying, I just think that treating it like a zero sum game every time the conversation comes up is showing an immense amount of privilege.
You, me, the parent commenter; we’re all dying, we don’t have time to optimise for the best outcome.
If the tool that allows you to have a “noticeably better life” is heavily subsidized by venture capital, you have turned yourself into a ticking bomb.
there is also no easy way to build a perfect health AI without giving up some privacy. Now there will always be risks, but this is why I think China might overtake everyone else in Healthcare AI at the least
> when we could have had an open world with open models run locally instead where you got to keep your private health information private
But we can have that? If you have powerful enough hardware you can do it, right now. At very least until the anti-AI people get their way and either make the models' creators liable for what the models say or get rid of the "training is fair use" thing everyone depends on, in which case, sure, you'll have to kiss legal open-weight models goodbye.
Precisely right. Related. https://www.socialcooling.com/
This is an argument against the general data collection internet NOT chatGPT.
What do you consider the purpose of life to be? To me being in good health is immensely more important than health insurance, a government health plan, or a job.
I know that neither health insurers nor any government agency nor anybody else have even 0,0000000000000001% as much interest in my health, well being and survival as I do.
When it is the matter of my health and my life, I care as much about what an insurer or employer thinks as I would care about what the Ayatollah of Iran thinks. Or what you think. Ie: Those opinions are without any value at all.
Most of us cannot afford to pay the full cost of healthcare for an emergency or major intervention. Medical bankruptcy is an increasingly common phenomenon.
So if insurers can cut you off based on your ChatGPT queries or test results then you may find yourself in serious debt, homeless, without medical care, etc
Health is imaginary, life is imaginary, this is all imaginary. There’s no point in drawing an arbitrary line in the sand for what our purpose is or lecturing us on what we should be focusing on.
We have seen, again and again, business encroach on our quality of life and it does warrant skepticism and alertness about their motivations.
System working as intended!
If an insurer is able to reduce (or recoup) costs from likelier risks, then the remaining insureds benefit from lower premiums.
If the goal is providing subsidies (i.e. wealth transfers), then insurance is not the way to do it. That is the government’s role.
Insurance that is maximally responsive to patient health changes in terms of cost (ie making healthier people pay less) ends up being an inefficient way of just having people pay for their healthcare directly.
And it naturally means the people with highest premiums are the least likely to be able to afford it (the elderly, the disabled, those with chronic conditions that make them less likely to maintain high earning jobs steadily, etc)
In some respects, the ideal world is one in which everyone’s premiums are tied to a free and easy Apple Watch-like device that silently tracks exercise, blood sugar at a frequency that can tell when you ate a big dessert, air quality (and the presence of smoke or pollution), blood alcohol content, whether you are in speeding cars, whether you are participating in dangerous sports, etc. Such a system would directly confront individuals with the cost of their behaviors in an economic way, probably leading many or even most people to improve their habits in the aggregate.
But such a system comes at other costs that most people intuitively feel infringes on core values they have.
Edit to add: this system would actually have some great advantages over an “existing conditions” tax in that now you pay low rates until you have diabetes, all during the time you are leading the unhealthy lifestyle. But once you have it you are not rewarded for starting to exercise and eat healthy and get it under control. In the hypothetical scenario above, you’d be punished economically during the period you were building bad habits and you would be able to restore sane costs after course correction
It also fails to take into account the fact that eating clean and exercising daily doesn't eliminate your risk of getting cancer at age 40 or having your car's brakes fail randomly.
Is the obvious retort to this:
I don't think we should play arbiter for who has and hasn't lived a healthy enough life to still believe they should get healthcare?
The entire purpose of health insurance is spreading risk across a wide and diverse risk pool.
> why should I also be subsidizing Billy "video-games-are-my-exercise" fatass's chronic health conditions?"
Nobody is asking you to: enrolling in insurance is a choice in the USA.
Also, replace "chronic health conditions" with "unavoidable inherited genetic risk factors". We don't want Billy to be screwed for life just because he was born to a suboptimal combination of parents.
> "If I focused on my health, ate clean and exercised daily, why should I also be subsidizing Billy "video-games-are-my-exercise" fatass's chronic health conditions?"
Then why are you not asking your insurer why they cover a lot less preventative health or other options. For example, Kaiser flat out refuses to prescribe GLP-1s for weight loss, others insurers are the same with gym subsidies or not covering nutritionists.
But they'll happily pay for your gastric bypass.
> Insurance that is maximally responsive to patient health changes in terms of cost (ie making healthier people pay less) ends up being an inefficient way of just having people pay for their healthcare directly.
That's true for predictable costs, but not true for unpredictable ones - which is the point of most insurance (housing, car, etc). The point and use of insurance is to move risk to entities that can bear it.
Utility is non-linear with money, and so you easily have situations where spending X times more on something "costs" you more than X times if measured in how useful the money is to you.
Typically, as you have more money, each further dollar doesn't provide as much benefit as the last (sometimes things are lumpy, the difference between "not quite enough to pay rent" and "just enough to pay rent" is huge, but broadly this is true). Going from $1000 to $10000 is more impactful than $1001000 to $1010000.
That means that moving the other way, each additional dollar spent has a greater personal cost to you.
Therefore, sharing unlikely but high expenses can mean that your expected cost is the same (if there's no profit/middleman) or a bit higher, but your expected personal cost is lower.
Not a US citizen, so a genuine question: do US health insurance companies have a track record of passing on such savings to consumers?
That has not been my impression as an outside observer.
There are plenty of health insurers that are not publicly traded, and in fact are non profit, and yet they have the same premiums as the publicly traded ones. See Kaiser, Providence, Cambia, Regence, and the dozens of other BCBS affiliated plans.
If your claims were true, then the publicly traded businesses would have no customers.
> Insurance premiums have only gone up as far as I can remember, though there's a ton of variables at play here.
An interesting thing about rising health costs is that it has happened at roughly similar rates in most first world countries for the last 50+ years.
For example in 1990 the UK, FR, and US were paying 2.0, 2.2, and 2.6 times their 1980 costs per capita. By 2000 that was 4.1, 4.1, and 4.2. By 2018 (the last year I had data for when I calculated this a few years ago) it was 10.6, 7.5, and 10.2.
Here's the 2000 to 2018 increase for those and some others: DE, FR, CA, IT, JP, UK, US were 2.1, 1.8, 2.0, 1.7, 2.6, 2.6, 2.3.
When politicians in the US talk about rising health care costs they usually put the blame on recent policies from opposing politicians. That so many first world countries with so many different health care systems all have seen similar increases for the last 50+ years suggests that it is due to something they all have in common and that government policy doesn't affect it much.
The individual mandate part of the ACA was the part designed to reduce premiums. You need healthy participants in any health insurance scheme to subsidize unhealthy people.
That was eliminated by a Republican bill, the Tax Cuts and Jobs Act of 2017.
In 2010, it was already known the proportion of old to young was increasing, and the proportion of doctors was decreasing.
Prices were always going to increase.
Aetna has their own scumminess. Want the convenience of 90 day refills? Have to use their mail order service. They'll refuse to authorize >30 day supplies of medication through any other pharmacy.
> The insurance business in general is very competitive and not very profitable...
Knowing several Americans, and how much they pay for health insurance (and are still required to pay for some things "out of pocket"), this is incredible to me. And that's before you even get to the process of making a claim.
Such a broken system.
We agree that insurance is not the right way to handle health as a product, since some people predictably need much more medical treatment than others. But it’s how the US has chosen to do it, so we have to do it in a way that works. Correctly identifying a systemic issue won’t pay your medical bills.
The ACA doesn't prevent some magical fairy-dust AI from pricing premiums, though, which is currently all the rage amongst insurers. (Not because AI will be accurate or anything, but because it offers a completely opaque pricing process.)
I've had a similar positive experience and I'm really surprised at the cynicism here. You have a system that is good at reading tons of literature and synthesizing it, which then applies basic logic. What exactly do the cynics think that doctors do?
I don't use LLMs as the final say, but I do find them pretty useful as a positive filter / quick gut check.
This is the crux of the argument from the article.
> get to know your members even before the first claim
Basically selling your data to maximise profits from you and ensure companies don't take on a burden.
You are also not protected by HIPAA using ChatGPT.
I'm in Europe btw, but yes I hope Americans get protection soon. I expect the backlash if that were to happen is enough to trigger legislative action.
Because we've all used LLMs.
The make stuff up. Doctors do not make stuff up.
They agree with you. Almost all the time. If you ask an AI whether you have in fact been infected by a werewolf bite, they're going to try and find a way to say yes.
Doctors make stuff up all the time; they might deeply believe they are not, but they are detectives trying to figure out what is going on in a complex system.
AI is a tool that can be useful in this process.
Also, our current medical science is primitive. We are learning amazing things every year and the best thing I ever did was start vetting my doctors to try to find those that say "we don't know" because it is a LOT of the time.
If the person is telling you "I had a problem, did what the LLM said, it worked", does that not work a new evidence for you? Is it not possible that someone has had a different experience from you? Is it not possible that they're good to different degrees in different domains?
I just asked chatgpt:
> I have the following information on a user. What's his email?
> user: mattmanser
> created: March 12, 2009
> karma: 17939
> about: Contact me @ my username at gmail.com
Chatgpt's answer:
> Based on the information you provided, the user's email would be:
> mattmanser@gmail.com
Does this serve as evidence that some times LLMs get it right?
I think that your model of curent tech is as out of date as your profile.
[dead]
I also think health (and car-problem diagnosis) are excellent tasks for LLMs.
The you-are-the-product thing, and privacy, has me wondering when Apple will step in and provide LLM health in a way we can trust.
I know I say that and I face the slings and arrows of those distrusting Apple, but I still believe they're the one big company out there that knows that there is money in being the one guy that doesn't sell your data.
I don't think one can deny the benefits here. The detractors here are like don't build a side walk coz someone may trip and fall or don't plant trees in your front yard coz of what happened to the Texas governor.
Most would likely agree that everything needs a balanced approach, bashing a service completely as evil and fully advocating people to stay away vs claiming the service is flawless (which the OP isn't doing btw) aren't either a balanced position.
Think different doesn't have to mean think extreme.
On the other hand, sometimes you end up like this guy. Are you feeling lucky?
https://arstechnica.com/health/2025/08/after-using-chatgpt-m...
You could also list plenty of horror stories where people went to medical professionals and got screwed over. There is this myth that people can go to doctors and get perfect attention and treatment. Reality is far from that
There’s the concept of “personal advocacy” when receiving healthcare. Unfortunately, you’ll only get the best outcomes if you continually seek out treatment with diligence and patience.
But framing it as a “myth [of] perfect attention and treatment” sounds a bit like delegitimizing the entire healthcare industry in a way that makes me raise my eyebrow.
I was criticizing the rhetoric, not the sentiment. I’m skeptical of an argument when it flies too close to what I associate with irrationality and pseudoscience, especially considering what’s happened in medicine over the past 5 years.
The “myth [of] perfect attention and treatment” is an easy strawman for grifters and conmen to take advantage of: see RFK Jr.
How do you measure productivity? Profit per employee has never been higher, probably, as PE and other rent-seeking leeches (residency caps) have wrapped their fingers around the throat of the industry.
Positive outcomes per patient is probably also higher, due to research and technology advances. So many lives saved that would have been written off just a decade or two ago (e.g. spina bifida).
But I agree with you that there’s a hypothetical universe where seeking healthcare as an American doesn’t suck, I just don’t know if “productive” is the right word to describe it.
Agreed, I described it elsewhere in this thread as K-shaped outcomes.
A big part of the legal implications of LLMs and AI in general is about accountability.
If you are treated by a human being and it goes sideways, you could sue them and/or the hospital. Now, granted, you may not always win, it may take some time, but there is some chance.
If you are "treated" by an LLM and it goes sideways, good luck trying to sue OpenAI or whoever is running the model. It's not a coincidence that LLM providers are trying to put disclaimers and/or claims in their ToS that LLM advice is not necessarily good.
Same goes for privacy. Doctors and hospital are regulated in a way that you have a reasonable, often very strong, expectation of privacy. Consider doctor-patient confidentiality, for example. This doesn't mean that there is no leak, but you can hold someone accountable. If you send your medical data to ChatGPT and there is a leak, are you going to sue OpenAI?
The answer in both cases is, yes, you should probably be able to sue an LLM provider. But because LLM providers have a lot of money (way more than any hospital!), are usually global (jurisdiction could be challenging) and, often, they say themselves that LLM advice is not necessarily good (which doctors cannot say that easily), you may find that way more challenging than suing a doctor or a hospital.
Are medical professionals not usually held accountable, globally speaking?
> They are held less accountable compared to other professions.
I have no idea what other professions you’re talking about. Doctors are the only professionals where it’s common for multi million dollar judgements to be awarded against individuals. In may cases, judgements larger than their malpractice insurance limits.
Take a doctor working alone overnight in the ER. They are responsible for every single thing that happens. One of the 4 NPs that they are supposed to have time to supervise while they are stuck sedating a kid for ortho to work on makes a mistake—the doctor is the one that’s getting sued. A nurse misinterprets an order and gives too much of something, doctor is getting sued. Doesn’t matter if it’s their fault or not. Literally ever single one of the dozens of patients that comes in with a runny nose or a tummy ache, or a headache is their responsibility and could cost them their house. And there are far too many patients for them to actually supervise fully. They have to trust and delegate, but in practice they are still 100% on the hook for mistakes. For accepting this responsibility they might get $10 per NP patient that they supervise.
Healthcare professionals also occasionally face criminal prosecution for mistakes at a level that wouldn’t even be me a career in other professions.
> Lawsuits against medical professionals are difficult in many cases impossible for the average person to win
Malpractice attorneys operate on contingency, so they’re more accessible to the average person than most kinds of attorneys. It’s one of the many reasons healthcare is so expensive in the US.
It’s harder for a doctor to get fired for saying showing up late to work than it is for a cook at McDonald’s I guess, but compared to other professionals? I’ve seen software engineers regularly skip through companies leaving disasters in their wake for their entire careers. MBAs regularly destroy companies, lawyers and finance bros get away with murder, and police officers literally get away with murder.
The only profession that faces anywhere near the accountability that doctors do that I can think of might be civil engineers.
"…a 60-year-old man who had a “history of studying nutrition in college” decided to try a health experiment: He would eliminate all chlorine from his diet…"
You can see already that this can easily go sideways. This guy is already exploring the nether regions of self-medication.
It would be ideal if LLMs recognized this and would not happily offer up bromine as a substitute for chlorine, but I suspect this guy would have greedily looked for other shady advice if LLMs had never existed.
No, there's a difference between radically changing your diet and changing up your stretch/strength routine.. you don't just "end up" like one of them, you can evaluate that the downside risk of the latter is much lower and try it safely while recognizing that an extreme diet might not be so safe to try without any professional guidance.
You have to use your head, just like online forums or with doctors :)
I've had doctors tell me to do insane things. Some that caused lasting damage. Better to come with a trust-but-verify attitude to humans and AI.
Natural selection at work. I don’t see anything suspicious here.
The man in the article did not use it as a research help and did not verify it with experts.
So what's your argument?
Did he also drive into a lake following Google Maps' driving directions?
It seems like outcomes are probably K-shaped: those who are capable of critical thinking and deciding what type of information should be confirmed by a healthcare professional and what type of information is relatively riskless to consume from ChatGPT should have positive outcomes.
Those who are prone to disinformation and misinterpretation may experience some very negative health outcomes.
I agree with that. The question I suppose is whether an LLM can detect, perhaps by the question itself, if they are dealing with someone (I hate to say it) "stable".
Anyone asking how to commit suicide, as a recent example, should be an obvious red flag. We can get more nuanced from there.
> The question I suppose is whether an LLM can detect, perhaps by the question itself, if they are dealing with someone (I hate to say it) "stable".
GPT-5 made a major advance on mental health guardrails in sensitive conversations.
https://www.theverge.com/news/718407/openai-chatgpt-mental-h...
https://openai.com/index/strengthening-chatgpt-responses-in-...
If you'd been doing the rehab for 10 years, what did you need exactly? It seems like you should have had a decade to ask whatever questions you wanted.
That was a specific example where AI helped me revamp my workout. No workout stays static; it has evolved over the years, in small ways. With this change I threw out 60% of it, and replaced it with a lot of work to make sure I was working full body and taking into account the injury. I was having more pain in 2025 and was only pain-free around 90% of the time. I wanted to get stronger but also revet everything I was doing to hopefully get out of that pain.
Hope that helps!
You can ask a trainer questions, they are super helpful and taught a lot, but it is still one person, and they don't often sit around at night reading university/research papers on the injury, etc.
Or it's a placebo effect.
And if it didn't work out and made you worse or, god forbid, the advice caused you to get seriously injured, then what? ChatGPT won't take any responsibility.
I have so many issues with our current health system but an alternative is not an unreliable search tool that takes no responsibility for the information it provides.
> And if it didn't work out and made you worse or, god forbid, the advice caused you to get seriously injured, then what? ChatGPT won't take any responsibility.
Realistically in 99% of actual cases where this happens due to human medical advice, the humans too won't take any responsibility.
You always have to use critical thinking, listen to your body, and get advice from trainers in the trenches. As I mentioned, I did all of those things :)
on a similar vein, I have recurring back issues due to a spinal issue. I gave the issue to ChatGpT and it gave me almost all of the exercise I had been given years ago by a chiropractor. It's nowhere near a replacement for having someone coach me through movements though.
It can be helpful, but also untrustworthy.
My mother-in-law has been struggling with some health challenges the past couple of months. My wife (her daughter) works in the medical field and has been a great advocate for her mother. This whole time I've also been peppering ChatGPT with questions, and in turn I discuss matters with my wife based on this.
I think it was generally correct in a lot of its assertions, but as time goes on and the situation does it improve, I occasionally revisit my chat and update it with the latest results and findings, and it keeps insisting we're at a turning point and this is exactly what we should expect to be happening.
6 weeks ago, I think its advice was generally spot on, but today it's just sounding more tone-deaf and optimistic. I'd hate to be _relying_ on this as my only source of advice and information.
Totally agree, it can be a bit of an echo chamber. I had an infection post-dental-work. Bing Chat insisted I had swollen lymph nodes from a cold that would resolve on their own, then decided I had a salivary gland infection. After a follow-up with a real-world ENT, it was (probably accurately) diagnosed as a soft-tissue infection that had completely resolved on two rounds of antibiotics. The AI never raised that possibility, whereas the ENT and dentist examined me and reached that conclusion immediately.
I do think AI is great for discussing some health things (like "how should I interpret this report or test result?"), but it's too echo chamber-y and suggestion-prone for accurate diagnosis right now.
Ya I wouldn't trust it for diagnosis at this point. But it can help you get pointed in the right direction so human, tests, and the scientific process can try to figure out the rest.
Doctors struggle with diagnosis as well. I have stories and I bet everyone has stories about being passed from doctor to doctor to doctor, and none of them talk to each other or work holistically.
That's awesome that it's helped you so much, chronic back pain is awful. Is it possible though, that this could be interpreted as a failure of the trainer to come up with a successful treatment plan for you? "Sudden" relief after 10 years of therapy just because you changed the program seems like they were just having you perform the wrong exercises no?
We have to also understand that the trainer didn't get to spend 12 hours of researching every minutia or do a trial and error study to get to where OP got to. This doesn't necessarily mean the trainer failed, just that they were constrained by time, which OP wasn't. And I think that is the essence of this tech, when used wisely, I can lead to results like these which you can't get despite having access to the best talent for a limited time. Only the well afforded can afford a full time trainer/therapist.
Absolutely, I didn't mean any disrespect towards any of the professionals helping OP with their back issues. It can be an incredibly hard thing to treat.
The trainer was a godsend, got me to ~95% pain-free, and taught me all kinds of things. He is amazing.
But 2025 was maybe down to 90% pain-free, and I want to get stronger. So I did a big rewrite of my entire workout plan and checked everything. AI wasn't perfect, but it was amazing when you already know some.
It is still a tool I had to direct, and it took a few days of work. But I'm amazed at where it got me to. It took the injury into consideration and my main sport, and built around that. In the past I tried do this online and couldn't do it given the numerous factors involved. It was not perfect, but over the course of a few days, I was able to sort it out (and test with a trainer on the approach a few weeks after).
I've been 100% pain free for 6 weeks in a way I haven't felt in a long time.
Without getting into your specific injury or sport, what was the biggest change compared to the trainer’s program?
Was it something unexpected like "exercise this seemingly unrelated muscle group that has nothing do with your injury but just happens to reduce pain by 75% for some inexplicable reason"?
Or was it something more mundane like "instead of exercising this muscle every day, do it every other day to give it time to rest"?
Good question!
I'm not entirely sure, but here is my educated guess.
The biggest change was that I spent a lot of time vetting each exercise for my specific injury points and asking whether this was really the best way to work that muscle group. I ended up replacing 60% of the workout with new exercises that allow me to lift more weight or target different muscle groups, while taking pressure off those injury points.
I think I had grown to use more weight with a few exercises that, on paper, shouldn't cause a problem, but were causing more stress on my injury and the supporting muscles. I found ways to isolate those muscles without putting as much tension on that area. I also added more core-strength exercises, including some for the hip flexors, which might be helping support as well. I was likely doing planks for too long, and switched to hardstyle, etc.
Last year, I was pain-free 90% of the year, and most years I run around 95% to 98%. Last year just felt different, and the rehab wasn't working the way it was. Since switching to this workout about 8 weeks ago I've been 100% pain free in a way that is hard to describe. My back has just felt light and happy, I can jump up on boxes and back down with no worries.
This is on the back of 10 years of rehab, 10 years of education, 10 years of learning about my injury and body, etc. AI is not some magic button to all the people who might jump on this thread :), it's a tool, and I want to stress that. But I've tried to do this in years past, and I couldn't do it. This was a game-changer. I tred with ChatGPT3 and it was useless at the time as well.
> to communicate with doctors effectively
Did the doctors agree? I never thought of AI as a good patient navigator, but maybe that’s its proper role in healthcare.
Like anything, it is a tool; someone using WebMD badly, and someone can use it well.
I have found it helpful as I can ask ChatGPT questions, teach myself about what I am dealing with, and understand it better so I can ask my doctor questions. I still verify a lot, I still read articles on verified medical sites, etc., but it helps me do that a lot quicker, and I seem to learn quicker.
I'm sure someone can also go deep into anxiety with it as well if they approach it that way. It isn't a miracle button, but it is an AMAZING tool IME.
I agree. LLMs cannot and should not replace professionals but there are huge gaps that can be filled by intro provided and the fact that you can dig deeper into any subject is huge.
This is probably a field that MistralAI could use privacy and GDPR as leverage to build LLMs around that.
One of the big issues I have with LLMs that when you start a prompting session with an easy question it all goes great. It bring up points you might not have considered and appears very knowledgeable. Fact checking at this stage will show the LLM is invariably correct.
Then you start "digging deeper" on a specific sub-topic, and this is where the risk of an incorrect response grows. But it is easy to continue with the assumption the text you are getting is accurate.
This has happened so many times with the computing/programming related topics i usually prompt about, there is no way I would trust a response from an LLM on health related issues I am not already very familiar with.
Given that the LLM will give incorrect information (after lulling people with a false sense of it being accurate), who is going to be responsible for the person that makes themselves worse off by doing self diagnosis, even with a privacy focused service?
That's a good point—and I have probably fallen victim to it as well: the "sliding scale" of an LLM's authority.
Like you, I fact-check it (well, search the internet to see if others validate the claims/points) but I don't do so with every response.
The responsibility falls always to the patient. That’s true with doctors are as well: you visit two doctors they give you different diagnosis, one tells to go for surgery, the other tells you it’s not worth the hassle. Who can decide? The patient does.
LLMs are yet another powerful tool under our belt, you know it’s hallucinating so be careful. That said, even asking specialized info about this or that medical topic can be a great thing for patients. That’s why I believe it’s a good thing to have specialized LLMs that can tailor responses on individual health situations.
The problem is the framework and the implementation end goal. IMO state owned health data is a goldmine for any social welfare system and now with AI they can make use of it in novel ways.
It doesn’t even have to be that well-read (although it is),
it just has to listen to your feedback more than 11 minutes per visit,
so it can have a chance at effectively steering you…
I'm lucky to live in Europe now, I cried the first time I went to a doctor here, he chatted with me for 45 minutes. I begged my doctor in the USA to let me book back-to-back sessions, so I could ask him questions and better understand what was going on. He said no; I only had 10 minutes, and he generally didn't have time to answer any questions or provide details. He was a good doc, but just couldn't take the time, and insurance wouldn't comp him for back to back appointments.
> He was a good doc, but just couldn't take the time
Sure he could.
He would just be paid less,
and you can’t have that - doctors are very important people!
This kind of comment scares me because it's an example of people substituring professional advice for an LLM where LLMs are known to hallucinate or otherwise simply make stuff up. I see this all the time when I write queries and get the annoying Gemini AI snippet on a subject I know about and often I'll see the AI make provably and objectively false statements.
You have to use critical thinking + it helps to have some info on the subject + it shouldn't be used to perform self-surgery :)
I spent about 12 hours over 2 days, checking, rechecking, and building out a plan. Then I did 2-hour sessions on YouTube, over several weeks, learning the new exercises with proper form (and that continues as form is hard). Followed by an appointment with a trainer to test my form and review the workout as a hole (which he approved of). No trainer really knows how this injury will manifest, so a lot is also helped because I have 10 years of exp.
This isn't a button click, and now follow the LLM lemming. This is a tool like Google search but better.
I could not have done this before using the web. I would have had to read books and research papers, then try to understand which exercises didn't target x muscle groups heavily, etc. I just couldn't do that. The best case would have been a trainer with the same injury, maybe.
You are exaggerating. LLMs simply don’t hallucinate all that often, especially ChatGPT.
I really hate comments such as yours because anyone who has used ChatGPT in these contexts would know that it is pretty accurate and safe. People also can generally be trusted to identify good from bad advice. They are smart like that.
We should be encouraging thoughtful ChatGPT use instead of showing fake concern at each opportunity.
Your comment and many others just try to signal pessimism as a virtue and has very less bearing on reality.
All we can do is share anecdotes here, but I have found ChatGPT to be confidently incorrect about important details in nearly every question I ask about a complex topic.
Legal questions, question about AWS services, products I want to buy, the history a specific field, so many things.
It gives answers that do a really good job of simulating what a person who knows the topic would say. But details are wrong everywhere, often in ways that completely change the relevant conclusion.
I definitely agree that ChatGPT can be incorrect. I’ve seen that myself. In my experience, though, it’s more often right than wrong.
So when you say “in nearly every question on complex topics", I’m curious what specific examples you’re seeing.
Would you be open to sharing a concrete example?
Specifically: the question you asked, the part of the answer you know is wrong, and what the correct answer should be.
I have a hypothesis (not a claim) that some of these failures you are seeing might be prompt-sensitive, and I’d be curious to try it as a small experiment if you’re willing.
I don't think that LLM's do a significantly worse job than the average human professional. People get details wrong all the time, too.
LLM give false information often. The ability for you to catch incorrect facts is limited by your knowledge and ability and desire to do independent research.
LLMs are accurate with everything you don't know but are factually incorrect with things you are an expert in is a common comment for a reason.
As I used LLMs more and more for fact type queries, my realization is that while they give false information sometimes, individual humans also give false information sometimes, even purported subject matter experts. It just turns out that you don’t actually need perfectly true information most of the time to get through life.
They do. To the point where I'm getting absolutely furious at work at the number of times shit's gotten fucked up and when I ask about how it went wrong the response starts with "ChatGPT said"
Do you double check every fact or are you relying on yourself being an expert on the topics you ask an llm? If you are an expert on a topic you probably aren't asking ab llm anyhow.
It reminds me of someone who reads a newspaper article about a topic they know and say its most incorrect but then reading the rest of the paper and accepting those articles as fact.
I have them make up stuff constantly for smaller rust libraries that are newish or dont get a lot of use.
"Often" is relative but they do give false information. Perhaps of greater concern is their confirmation bias.
That being said, I do agree with your general point. These tools are useful for exploring topics and answers, we just need to stay realistic about the current accuracy and bias (eager to agree).
I just asked chatGPT.
"do llms give wrong information often?"
"Yes. Large language models produce incorrect information at a non-trivial rate, and the rate is highly task-dependent."
But wait, it could be lying and they actually don't give false information often! But if that were the case, it would then verify they give false information at a non trivial rate because I don't ask it that much stuff.
I have this same reaction.
But I also have to honestly ask myself “aren’t humans also prone to make stuff up” when they feel they need to have an answer, but don’t really?
And yet despite admitting that humans hallucinate and make failures too, I remain uncomfortable with ultimate trust in LLMs.
Perhaps, while LLMs simulate authority well, there is an uncanny valley effect in trusting them, because some of the other aspect of interacting with an authority person are “off”.
>my ability to understand health problems
How do you know that this understanding is correct? To me, epistemologically, this is not too different from gaining your health knowledge from a homeopath or gaining your physics knowledge from a Flat Earther. You are in no position to discern the validity of your "knowledge".
It isn't a 0 or a 1; it is a spectrum. Doctors don't understand everything, either, which is the scary thing we don't like to realize.
What it specifically helps me to understand are things like: probable outcomes, symptoms in greater detail, as well as how they manifest in patient populations, explains it as if I was a 10/15/20 year old in detail to help me understand the basics of what might be going on, similar things in possible pharma options, general response treatments and pros/cons, etc.
I'm not using this to perform self-surgery or build a belief system :), I'm just trying to learn and understand what is going on at a better level.
Hope that helps :)
>It isn't a 0 or a 1; it is a spectrum. Doctors don't understand everything, either,
It's not equivalent. Doctors are aware of the limits of their knowledge and the error bars around their knowledge. You and an LLM don't. There is no comparison here. It's like trying to compare a random person lost in a person versus someone lost in a forest who is used to it.
Even with an LLM, you still have to be able to ask the right questions and be able to push back where necessary. I don't think most people are able to do this especially when some of the responses which might be right are counterintuitive to them and some of the dodgy responses might seem more aligned to their worldviews.
If you want to learn, it is fine (knowing that there is a context there you likely are missing) but performing actions based on knowledge you don't have context of is dangerous. It applies to vibe coding as much as it does to your personal health. This is how you end up injecting yourself with blood from younger people believing it will make you immortal.
100% agree with you. That is why I said a spectrum :)
The point is, it is an amazing tool that has made a big impact on my family. But ya, that is why my post talked about the importance of critical thinking, checking with experts, etc. It isn't a button click solution.
It's a lot easier to double-check, cross-reference, or test the validity of advice given by a gpt. It has no authority, no persuasion mechanisms, and its opinions are there in plain text ready to be picked apart. You can ask it for references and non-confrontationally challenge it on the things you're sceptical about. It generally avoids woo in my experience though it's hardly always correct in specific advice, it can definitely point you in productive directions. Which is completely different from discussing anything health with a homeopath, who at best will try to get you to avoid productive treatment and at worst poison you.
> You are in no position to discern the validity of your "knowledge".
He is the only one who is in that position, because he is the only person who is inside his body. He is physically and mentally a hundred percent in the position to discern the validity of the advice.
Well said. Thank you!
> He is the only one who is in that position, because he is the only person who is inside his body
Tell that to everyone who has died due to following quack medicine advice.
[dead]
Anything you say can and will be used against you.
I've been on the web since it was born. When will this happen? :)
How is this manifesting in reality?
You bring up an interesting point.
How is it we have come to a place in society where we second-guess everything we type? But perhaps also where we go (with our "tracking devices" in our pockets…).
I mean, obviously the internet is what changed everything. But it is like you have a megaphone strapped to your face whenever you connect to a site and make a comment.
Maybe this is not a good thing.
Sounds like you’re a good little product… abundant potential for shareholder value to be extracted from you and others like you. A trip to the library or a consult with a professional would’ve given you the same or better results.