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"We should stop training radiologists now. It’s just completely obvious that within five years, deep learning is going to do better than radiologists." It's been 9 years since Nobel laureate and AI guru Geoffrey Hinton made this statement. Over those 9 years, my workload has only increased. Yesterday I...

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David Jacobs

69,057 subscribers

36,201 次观看 • 1 年前 •via X (Twitter)

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11 条评论

Maple Manthan 的头像
Maple Manthan1 年前

Even if AI is very comparable to a well trained radiologist, we need expertise in PEOPLE PEOPLE can teach others and eventually improve AI Human + AI >> AI alone >> human alone, even when AI Is better than human

Hector Resendez - Trade School Secrets 的头像
Hector Resendez - Trade School Secrets2 年前

The college days are coming to an end soon. 🚀 Fun Fact: Our graduates are making serious bank! 💸 💡 HVAC: $32/hr = $66,560/year 🔌 Electrician: $29/hr = $60,320/year 🚽 Plumber: $27/hr = $56,160/year All from our 100% online courses that take just 100-120 hours to complete! 🤯 Most students finish in under 3 months. 🏎️ The ROI on these trades is 🔥 compared to college. Prove me wrong! 😜

JamesTor 的头像
JamesTor1 年前

Never forget that 50 yrs ago we were told to expect flying cars by now

ajc 的头像
ajc1 年前

Can AI help leverage your expertise vs. replacing it?

Johnsemalhuis 的头像
Johnsemalhuis1 年前

Get your laptop to embolize you liver mass or barbotage your shoulder and then get back to me Mr Coder. There are numerous studies proving coding and program bias in AI's. AI may change the way we practice but we we will not be redundant any time soon. "Clinical correlation required" will still be in the AI reports...

Canada=Liberal Government's 2025 Sh*t Hole! 的头像
Canada=Liberal Government's 2025 Sh*t Hole!1 年前

They are not getting it, the human experience is not this world, AI to assist cool but ai replacement? no thx. Radiologists are impressive. Urgent CTs save lives, imagine a hot stroke comes in and the AI crashes or fails? No one will be able to determine whether its an embolic stroke vs a massive bleed even if u can still do the imaging? No tpa and no chance at resolution of stroke symptoms. U r right, not safe. No one does RAD residency, eventually not one human on earth who cannot diagnose Xrays, CTs and MRIs manually. Reminds me of all the pilots crashing small air crafts, because they are so dependent on auto pilot.

Rafael Gomez 的头像
Rafael Gomez1 年前

One assumes AI could be trained to detect "anomalies" and flag them in results, shortening your workflow since I know when I've seen reports from procedures and tests they can sometimes include hundreds of images that I assume some radiologist needs to troll through but I don't know if I'd trust results that were 100% AI driven. Just like I'm not 100% certain I trust AI "self driven" cars regardless of how great everyone claims the tech is. In the end tech is only as good as its creators...

BubbieJ 的头像
BubbieJ1 年前

I wonder what the new Minister of AI will do @EvanLSolomon ?

Tired crusty old surgeon 的头像
Tired crusty old surgeon1 年前

Dave, in the olden days it might have not made a difference. As the clinician traipsed down to the radiology suite with coffee in hand. Now it depends on the clinician..to accept AI? assuming Rad on site. BTW, how do you sue AI? ..what a mess?

Xylonmoon))(( 的头像
Xylonmoon))((1 年前

The waiting period for radiology exams is lengthy, the population is aging, which only means we need more radiologists, and up-to-date radiography equipment in our hospitals!

Acton Island 的头像
Acton Island1 年前

We need professional screening for MRI reqs. The MVA with WAD 1 7 years ago doesn't need a 4th MRI.

相关视频

Geoffrey Hinton explains the coyote test for medical AI: radiology is already over the cliff, it just has not looked down yet "If you work as a radiologist, you're like the coyote that's already over the edge of the cliff, but hasn't yet looked down" "People should stop training radiologists now. It's just completely obvious that within 5 years deep learning is going to do better than radiologists" "It might be 10 years, but we got plenty of radiologists already" "There's going to be thousands of applications of the deep learning technology we currently have, especially stuff using fast chips" "Thousands of applications and hundreds of them are going to work, and those are the ones you're going to hear about" Most healthcare AI conversations still price the bottleneck as adoption. Hinton was pointing at a different bottleneck: medicine has specialties where the machine gets more examples than any human can. The brutal part is the error bar. If it is 5 years, training pipelines are already late. If it is 10, hospitals still have to redesign the workflow before the models arrive. - Geoffrey Hinton, Nobel laureate and pioneer of deep learning, at Creative Destruction Lab
0:50

Geoffrey Hinton explains the coyote test for medical AI: radiology is already over the cliff, it just has not looked down yet "If you work as a radiologist, you're like the coyote that's already over the edge of the cliff, but hasn't yet looked down" "People should stop training radiologists now. It's just completely obvious that within 5 years deep learning is going to do better than radiologists" "It might be 10 years, but we got plenty of radiologists already" "There's going to be thousands of applications of the deep learning technology we currently have, especially stuff using fast chips" "Thousands of applications and hundreds of them are going to work, and those are the ones you're going to hear about" Most healthcare AI conversations still price the bottleneck as adoption. Hinton was pointing at a different bottleneck: medicine has specialties where the machine gets more examples than any human can. The brutal part is the error bar. If it is 5 years, training pipelines are already late. If it is 10, hospitals still have to redesign the workflow before the models arrive. - Geoffrey Hinton, Nobel laureate and pioneer of deep learning, at Creative Destruction Lab

Karl Mehta

55,948 次观看 • 26 天前

Jensen Huang says Geoffrey Hinton predicted 5 years ago that AI would replace radiologists and he’s right — but not in the way people expected. AI has swept the whole field. Today, just about every radiologist is using AI in some way. But here’s the twist: the number of radiologists actually grew. Why? Because their real purpose isn’t studying the image — it’s diagnosing disease. AI now studies images faster, more precisely, in 3D instead of 2D, without mistakes or fatigue. Meaning radiologists can diagnose more people than ever before. Hospitals get better economics → serve more patients → and hire more radiologists.
1:50

Jensen Huang says Geoffrey Hinton predicted 5 years ago that AI would replace radiologists and he’s right — but not in the way people expected. AI has swept the whole field. Today, just about every radiologist is using AI in some way. But here’s the twist: the number of radiologists actually grew. Why? Because their real purpose isn’t studying the image — it’s diagnosing disease. AI now studies images faster, more precisely, in 3D instead of 2D, without mistakes or fatigue. Meaning radiologists can diagnose more people than ever before. Hospitals get better economics → serve more patients → and hire more radiologists.

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301,079 次观看 • 7 个月前

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You must understand, these are not ordinary circumstances. Trump and his team not only have to do everything by the book, but they also have to win the court of public opinion. If we are going to arrest the traitors, the public must understand why BEFORE it happens. The public must be shown, repeatedly, until the reality registers and stays in their brains. Not once or twice, over and over again, to the point that they never forget it and have no doubt. It must be so convincing and incontrovertible, that it awakens them from their deep slumber. Decades of brainwashing cannot be undone overnight. It must be methodical and controlled. On the bright side, this unbrainwashing operation has been underway for years, and we are closer to the endgame than you think.

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J.D. Vance Ends the Night With a Bang With a Stunning Critique of Kamala Harris “She's been the vice president for three and a half years. Day one was 1400 days ago. And her policies have made these problems worse.” “They [American citizens] are not going to be able to achieve their full dreams with the broken leadership that we have in Washington. They're not going to be able to live their American dream if we do the same thing that we've been doing for the last three and a half years. We need change. We need a new direction. We need a president who has already done this once before and did it well.”

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dank

48,823 次观看 • 21 天前

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Guest: This visit to Davos has been a fiasco. What we are watching is the breakdown of an Atlantic alliance that has been the foundation of international peace for 80 years. You don't get over the kind of insults he's offered. I do not think we are going to go back to the kind of alliance that we have had.

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The only reason they are going back and forth with their protest is because we decided not to join them, they know what we are made of, guns and bullets have never stoped us at anytime, we are Biafrans, we are not Nigerians, we are not our ancestors, we will stop at nothing to get to our destination which is complete and total liberation. We do not want a better Nigeria, what we want is Biafra and we must get Biafra.

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“In the next 10 years we are going to be entering what I feel like is a new renaissance.” Nobel Prize laureate Demis Hassabis was awarded the Nobel Prize for using AI to predict the structure of proteins. For him, AI is a tool that will help scientists make even more discoveries in the years to come. Hassabis took part in our Nobel Prize Dialogue ‘The Future of Science With AI’ which discussed how AI might transform science in the future. Watch the full event at

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🇷🇺 Vladimir Putin : You say: Hitler has been gone for years, yes, eighty years. But his legacy lives on. Those who annihilated Russians and Poles are still alive! And today, the current president of Ukraine applauds him, gives him a standing ovation in the Canadian parliament. Given what we are witnessing today, can we really say that we have completely eradicated this ideology? That is what we understand denazification to be. We need to get rid of the people who allow this theory and practice to survive and who try to protect it. That is denazification. That is what we mean.

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229,000 次观看 • 5 个月前

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✝️🤝☪️ Protect the Alliance 🔴 Alliance. Some people have a misperception of what Allies are. - It does NOT mean we are trying to convert each other. - It does NOT mean we are trying to rule over the other. - Allies can even be enemies! They are just teaming together to take out a mutual threat. So do not be afraid of having Allies! In some cases, such as this, it is the ONLY way to win. ✝️ Christians and ☪️ Muslims have had frictions and problems in the past. However, are past differences going to make us eternal enemies for the future? It is through working together do we make friends out of allies and have a future that is peaceful and good. We have woken up more people in the past 2 years working together than the past 80 years combined working separately. They have been playing us against each other and it is time we stopped arguing and united against the puppet master. Unity for Vi☪️✝️ory!

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11,827 次观看 • 4 个月前

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1:34

“There are things that we are always fighting against such as corruption, favoritism, and nepotism, which we should never stop fighting against, for everyone, everywhere across our country. That is the source of our culture of working for all Rwandans without favoring anyone and leaving behind those who don’t have friends or relatives in positions of power, and they end up not receiving what was meant for them. This is our political struggle, this has been our struggle for the last 30 years. Now we are going to add another five years for this mandate that some of us have taken an oath for. It is not five years of idleness or five years of causing even more problems; it is five years of reducing the existing problems to the minimum possible.” President Kagame | Swearing-in of Prime Minister and New Members of Parliament.

Presidency | Rwanda

29,365 次观看 • 1 年前

Man in blue, "We found a way throughout the whole #BBCQT debate this evening to constantly bring the issue of immigration and asylum seekers in.. And demonise people that only trying to get here to live a better life" "The biggest issue here is that we have had 14 years of a Conservative government that has basically failed to invest in the infrastructure" "The Tories let the infrastructure that the previous Labour government had built to the point where we had an incredible NHS.. Credible schools.. Etc.. And now every piece of our government has failed over the last 14 years" "We need to give this government a chance.. They've been in 11 weeks and we need to allow them to make the changes.. To turn this oil tanker around.. Because it's going to take a number of years to get this right" "And if they don't do it, at the end of the day, they won't be in power i five years time"
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Man in blue, "We found a way throughout the whole #BBCQT debate this evening to constantly bring the issue of immigration and asylum seekers in.. And demonise people that only trying to get here to live a better life" "The biggest issue here is that we have had 14 years of a Conservative government that has basically failed to invest in the infrastructure" "The Tories let the infrastructure that the previous Labour government had built to the point where we had an incredible NHS.. Credible schools.. Etc.. And now every piece of our government has failed over the last 14 years" "We need to give this government a chance.. They've been in 11 weeks and we need to allow them to make the changes.. To turn this oil tanker around.. Because it's going to take a number of years to get this right" "And if they don't do it, at the end of the day, they won't be in power i five years time"

Farrukh

386,459 次观看 • 1 年前

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10:36

[Q]: Would Ukraine be forced to give up land that Russian forces have not yet conquered? [Steve Witkoff]: Well, the president has said that the only one who can make that decision are the Ukrainians. That's President Zelensky's call. And and I think that that they have indicated that it's a more complicated decision than just giving up land. You have to they have to understand what the security guarantees are and they're entitled to understand those things. They have to make sure that this can never happen again. That's that is them being a fiduciary for their people. So we have to address all of those things. But we understand that we have technical teams working on it. And we're hopeful that by the end of this year, we actually and maybe quite a bit sooner, we actually can find the ingredients to get to that peace deal.

Anton Gerashchenko

53,163 次观看 • 11 个月前

Six years ago I made this video explanation of a jet engine with specific reference to the Kaveri and what components have been made locally. Nothing. NOTHING has moved. We are a nation of lazy bums
5:44

Six years ago I made this video explanation of a jet engine with specific reference to the Kaveri and what components have been made locally. Nothing. NOTHING has moved. We are a nation of lazy bums

shiv_cybersurg

40,391 次观看 • 1 年前

Jensen Huang just said this is the greatest era in history to build software. AI agents will not kill software. They will do the exact opposite: create a massive new wave of software demand. at NVIDIA GTC Taipei 2026 "Click and type. We now replace that with explaining to the AI what we want, our intent, and the AI generates the code or uses tools to produce the necessary output. This is how computers are going to work in the future. This is Agentic AI. For two years, we've been building toward this, and now it has arrived. One of the big breakthroughs, of course, is tool use. A lot of people have said, “Jensen, AI is coming. Agentic AI is coming. Therefore, all the software companies are going to go out of business.” This is exactly the opposite. Because there are going to be so many agents, the world is no longer limited by the number of people. Therefore, those agents are going to use more tools than ever. This is actually an incredible time to be a software company. But the software has to be presented to the agent in a way that the agent can use it. This is a big breakthrough. And in fact, what we have done, as you know, what Nvidia’s treasure..." ---- From 'NVIDIA' YT channel (link in comment)
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Jensen Huang just said this is the greatest era in history to build software. AI agents will not kill software. They will do the exact opposite: create a massive new wave of software demand. at NVIDIA GTC Taipei 2026 "Click and type. We now replace that with explaining to the AI what we want, our intent, and the AI generates the code or uses tools to produce the necessary output. This is how computers are going to work in the future. This is Agentic AI. For two years, we've been building toward this, and now it has arrived. One of the big breakthroughs, of course, is tool use. A lot of people have said, “Jensen, AI is coming. Agentic AI is coming. Therefore, all the software companies are going to go out of business.” This is exactly the opposite. Because there are going to be so many agents, the world is no longer limited by the number of people. Therefore, those agents are going to use more tools than ever. This is actually an incredible time to be a software company. But the software has to be presented to the agent in a way that the agent can use it. This is a big breakthrough. And in fact, what we have done, as you know, what Nvidia’s treasure..." ---- From 'NVIDIA' YT channel (link in comment)

Rohan Paul

16,584 次观看 • 2 个月前