I don't fear skilled professionals using GenAI to boost their productivity. I do fear organisations using GenAI to replace skilled professionals
this post was submitted on 18 Sep 2024
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This. It is like any tool. It is down to the skill/knowlege/experience of the user to evaluate the result.
But as soon as management/government start seeing it as a cheat to reduce hiring. It become a danger.
I think the issue with this particular tool is it can authoritatively provide incorrect, entirely fabricated information or a gross misinterpretation of factual information.
In any field I've worked in, I've often had to refer to reference material as I simply can't remember everything. I have to use my experience and critical thinking skills to determine if I'm utilizing the correct material. I have not had to further determine if my reference material has simply made up a convincing, "correct sounding" answer. Yes, there are errors and corrections to material over time, but never has the entire reference been suspect, yet it continued to be used.
i maintain that AI companies could improve their stuff a huge amount by simply forcing it to prefix "I think" to all statements. It's sorta like how calculators shouldn't show more data than it can confidently produce, if the precision is only 4 decimals then don't show 8.
Imagine an AI with a model trained exclusively on a specific set of medical books, the same set of books all doctors have access to already. While there's still room for error it would guide the doctor to a very familiar reference. No internet junk, social media, etc.
Exactly as you say. It's a tool, not a replacement. Certainly not in healthcare anyway.
I would prefer this to no healthcare until it’s too late which seems to be the option in places with free healthcare.
In no way related to this thread.
Yeah we should old use the corporate system which is brilliant. As long as you're rich, easy solution, just be rich and you're fine.
Thank you for your unhelpful and ignorant comment
And I also fear overburdened professionals not having time to second guess ML hallucinations.
You were probably already at risk then of a misstep. Don't have time to think about the output then they probably didn't have time before AI came along, so the AI isn't really adding to the issue here.
Using Generative AI as a substitute for professional judgement is a disaster waiting to happen. LLMs aren't sentient and will frequently hallucinate answers. It's only a matter of time before incorrect output will lead to catastrophic consequences and the idiot who trusted the LLM, not the LLM itself, will be responsible.
If you read the article that's not what's happening here.
Doctors are just using AI like they use any tool. To inform their decision.
They need to lose their licenses.
Everyone anywhere using one on the job should be fired, but medical personnel is endangering people.
The best use of AI at the moment is to act as a tool to quickly search and present data quicker than humanly possible. Not to act upon the findings blindly.
It's not as easy to say anyone using AI should be fired. There needs to be a more nuanced approach to this. It wholly depends on what the GP did with the information it presented.
An example: back in the day GPs had a huge book of knowledge they would defer to that was peer researched and therefore trusted. If you came in with an odd symptom they'd spend time (often in front of you) flipping through the book to find that elusive disease they read about that one time at university. Later that knowledge moved to a traditional search engine. Why wouldn't you now use AI to make that search faster? The AI can easily be trained on this same corpus of knowledge.
Of course the GP should double check what they are being told. But simply using AI is not the problem you make it out to be. If you have a corpus of knowledge and the GP uses this in a dangerous way then the GP should be fired. But you don't then burn the book they found this information from.
I think the difference here is that medical reference material is based on long process of proven research. It can be trusted as a reliable source of information.
AI tools however are so new they haven’t faced anything like the same level of scrutiny. For now they can’t be considered reliable, and their use should be kept within proper medical trials until we understand them better.
Yes human error will also always be an issue, but putting that on top of the currently shaky foundations of AI only compounds the problem.
Lets not forget that AI is known for not only not providing any sources, or even falsifying them, but now also flat out lying.
Our GP's are already mostly running on a tick-box system where they feed your information (but only the stuff on the most recent page of your file, looking any further is too much like hard work) in to their programme and it, rather than the patient or a trained physician, tells them what we need. Remove GP's from the patients any more, and they're basically just giving the same generic and often wildly incorrect advice we could find on WebMD.
Indeed. GPs have been doing this for a long time. It's nothing new, and expecting every GP to know every single ailment that humanity has ever experienced, to recall it quickly, and immediately know the course of action to take, is unreasonable. They are only human.
Like you say, if they're blindly following a generic ChatGPT instance trained on whatever crap it's scraped from the internet, then that's bad.
If they're aiding their search using an LLM that has been trained on a good medical dataset, then taking that and looking more into it, then there's no issue.
People have become so reactionary to LLMs and other AI stuff. It seems there's a "omg it's so cool everybody should use it to the max. Let's blindly trust it!" camp and a "it's awful and shouldn't exist, burn it all! No algorithms or machine learning anywhere. New tech is bad!"
Both camps are just as stupid. There's zero nuance in the discussion about this stuff, and it's tiring.
You can build excellent expert systems that will definitely help a doctor remember all the illnesses, know what questions to ask to narrow things down or double check it's not something weird, and provide options for treatment.
These exist and are good
Chatgpt isn't an expert system and doctors using it like one need a serious warning from the BMC and would eventually need to be struck off, same as using ouija boards or bones to diagnose illnesses.
These exist and are good
Any examples off the top of your head? I would assume/speculate they are fairly expensive?
Exactly. Love the username BTW.
People have become so reactionary to LLMs and other AI stuff. It seems there's a "omg it's so cool everybody should use it to the max. Let's blindly trust it!" camp and a "it's awful and shouldn't exist, burn it all! No algorithms or machine learning anywhere. New tech is bad!"
Both camps are just as stupid. There's zero nuance in the discussion about this stuff, and it's tiring.
Well said.
AI != LLM
'Everyone anywhere'? That's an amazingly broad statement. What're you defining as 'using one'? If I use ChatGPT to rewrite a paragraph, should I be fired? What about if a non native speaker uses it to remove grammatical errors from an email, should they be fired? How about using it for assisting with coding errors? Or generating draft product marketing copy? Or summarising content for third parties to make it easier to understand? Still a fireable offence? How about generating insights from data? Assistance with Roadmap prioritisation? Generating summaries of meeting notes or presentations? Helping users with learning disabilities understand complex information? Or helping them with letters, emails etc? How about if it use it to remind me of tasks? Or managing my routines?
Don't you be bringing nuance into this.
If you used an LLM to find that mistyped variable name, you deserve to lose your job. You and your family must suffer.
If you are blind and you use a screen reader with some AI features, you should be fired and that tech needs to be taken from you. You must suffer. Should think twice before being blind, you disabled fuck.
Honestly we should just kill them, even. In a very painful and torturous way. AI bad.
There's a difference between using LLMs to edit text, provide ideas or give you information that you can double check because you have the subject matter experience. Relying on it as a substitute for skill when something important is at stake like someone's well being is reckless at best.
Sure, but the original quote was:
Everyone anywhere using one on the job should be fired
There's no nuance there it's just AI = bad. I agree that it's shouldn't, in its current form, be used as a substitute for skill in important situations. You're totally right there.
I never said AI = bad. AI is much broader and contains worthwhile and non-plagiarized approaches.
If it's worth doing, do it properly.
No you did say that.
Everyone anywhere using one on the job should be fired
You said anyone using an AI in any capacity should be fired. I have heard infinitely better takes from 4-year-olds and why they need more ice cream.
This is on a post about chatgpt use. Chatgpt is from the set of llms, which is a subset of ai.
Ai is cool. The current batch of LLMs/PISS can leave.
You want anybody using LLMs in any capacity to lose their livelihoods. That's very much a "AI bad" take with zero nuance.
That's not what was said. What was said was anybody using it in any capacity for any job should be fired.
Which is obviously a very, very stupid take.
Yep I agree. Also I love your user name.
Yes.
It's depends purely on how it's used. Used blindly, and yes, it would be a serious issue. It should also not be used as a replacement for doctors.
However, if they could routinely put symptoms into an AI, and have it flag potential conditions, that would be powerful. The doctor would still be needed to sanity check the results and implement things. If it caught rare conditions or early signs of serious ones, that would be a big deal.
AI excels at pattern matching. Letting doctors use it to do that efficiently, to work beyond there current knowledge base is quite a positive use of AI.
20 years ago there were complaints that GP's were using Google, now its normal. Can't help but feel the same will happen here.
You're right. Within 10 seconds I just found an article from 2006 saying just that. Earlier ones likely exist.
to be fair back then google just showed you what you searched for, i'm not as happy about people googling stuff these days. With AI we already know that it tends to make shit up, and it might very well only get worse as they start being trained on their own output.
Actually hallucinations have gone down as AI training has increased. Mostly through things like prompting them to provide evidence. When you prompt them to provide evidence they don't hallucinate in the first place.
The problem is really to do with the way the older AIs were originally trained. They were basically trained on data where a question was asked, and then a response was given. Nowhere in the data set was there a question that was asked, and the answer was "I'm sorry I do not know", so the AI basically was unintentionally taught that it is never acceptable to not answer a question. More modern AI have been trained in a better way and have been told it is acceptable not to answer a question. Combined with the fact that they now have the ability to perform internet searches, so like a human they can go look up data if they recognize that they don't have access to it in their current data set.
That being said, Google's AI is an idiot.
The headline and the article are completely mismatched.
Basically all the article is saying is that doctors sometimes use AI. Which is a bit like saying sometimes doctors look things up in books. Yeah, course they do.
If somebody comes in with a sore throat and the AI prescribes morphine the doctor is probably smart enough to not do that so I don't really think there's a major issue here. They are skilled medical professionals they're not blindly following the AI.