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Futureproof with Jonathan McCrea

Will AI replace scientists?

19 Apr 2026

Transcription

Transcript generated automatically by AI and may contain errors.

Chapter 1: What is the main topic discussed in this episode?

1.988 - 17.938 Jonathan McRae

Future Proof with Jonathan McRae. Proudly supported by Research Ireland. On Newstalk. Hello and welcome to Future Proof, the podcast. This is the show where we take a closer look at the world around us. My name is Jonathan McRae. Thank you for subscribing, downloading, rating, just being here generally.

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17.918 - 25.133 Jonathan McRae

Coming up on this week's episode, we're going to be talking about scientists that are AI made by AI scientists.

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Chapter 2: What is the main topic discussed in this episode?

26.095 - 44.932 Jonathan McRae

A Gordian knot of an idea that is promising enough. The idea that an AI could actually figure out gaps in science, perform the research, test the answers and then publish science. is actually not as wild as you might think. And what does it mean for the future of science? First, though, it's time to look back at some of the more interesting stories from the world of science.

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44.952 - 62.64 Jonathan McRae

This week, we're joined by Dr. Jessamyn Fairfield from the University of Galway and from Trinity College, Dublin, Professor Matthew Campbell. You're both very welcome. Our first story, Jessamyn, as a female comedian, I challenge you with this one. Make this not so terrifying.

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63.008 - 64.389 Jessamyn Fairfield

Amok run amok.

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65.07 - 65.53 Jonathan McRae

Okay.

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65.55 - 77.121 Jessamyn Fairfield

Yeah. It's like, all right, fine. So this story is about something that we've been hearing more about in recent months and years, the Atlantic meridional overturning current, which is, of course, an intrinsically funny name.

77.622 - 94.602 Jessamyn Fairfield

But what it has to do with is in the Atlantic Ocean, warm water flowing sort of to the north in the North Atlantic on the top, the sort of broad, shallow part of the ocean, and then getting cold up north, sinking back down and going back down towards the equator. Right off the coast of our country. Right off the coast of our country. Local story, this.

95.564 - 107.494 Jessamyn Fairfield

And it's part of a global network of ocean currents and these kind of conveyor belts that process and effectively move heat through the ocean. Enormous amounts of heat. Enormous amounts of water. But surprisingly quick.

Chapter 3: How does AI potentially impact scientific research?

107.474 - 127.362 Jessamyn Fairfield

Yeah, exactly. And so this is a part of how the global climate is constructed from these moving ocean currents. And where AMOC has been making the news recently is that there are predictions that it is starting to slow down. So this would have obviously huge implications for us if the flow of hot water through the ocean was to slow down.

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127.442 - 144.602 Jessamyn Fairfield

I mean, both Ireland specifically and Northern Europe in general, like we have much warmer climates than we kind of have the right to based on our latitude, which is great in some sense, but it's very much tied to this ocean circulation. And of course, no surprise here, but the reason for this is climate change.

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145.083 - 163.343 Jessamyn Fairfield

So in addition to global warming, ocean acidification, all this other really fun stuff that we love to talk about, this potential slowdown and what's more concerning, possible collapse of AMOC, of this overturning current, would have huge implications for the climate of Ireland, mainly in terms of the humidity and the storms that we experience.

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163.363 - 177.301 Jessamyn Fairfield

So potentially drier summers, wetter winters, but more extreme storms, which is already a consequence of climate change that we're kind of looking at. And something that's quite relevant, like to me out in Galway, to anyone that's living near the coast, but actually just to the country as a whole.

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Chapter 4: What are the implications of AI scientists on traditional roles?

178.002 - 185.131 Jonathan McRae

Are we not talking about like independence, not independency? What's the one with all the, the one in the future where all the, everything turns to ice?

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185.371 - 190.821 Jessamyn Fairfield

What's that called? Ice bad planet. Yeah, that one. Three. The reckoning. Are we not talking about that?

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190.861 - 194.607 Jonathan McRae

Because I thought it was more significant than more storms and hotter and colder.

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194.627 - 209.908 Jessamyn Fairfield

Well, it depends on where you are in the world, right? So the problem, too, is that all of these things are connected. So we could have differing temperatures from the AMOC collapsing, which mainly would be lowering the temperatures, but we're also seeing rising in temperatures from climate change and global warming. So...

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209.888 - 217.882 Jessamyn Fairfield

For us, the temperature difference might not be as extreme as it would be in other parts of Europe potentially, but the overall impact on our climate will be very bad.

218.022 - 230.123 Jonathan McRae

Yeah. And this story has gone back and forth a bit. There was like, this was going to be really bad and it's going to happen really soon. And then there was like, nah, it's not. But now it looks like more evidence is pointing towards that actually being the worst case scenario.

Chapter 5: How does the AI scientist generate and test hypotheses?

230.143 - 237.697 Jessamyn Fairfield

Yeah. Yeah, well, so the thing that's surprising about this is I think the collapse of AMOC used to be considered, you know, a potentially high impact but low probability event.

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238.298 - 253.986 Jessamyn Fairfield

And now this new study, the one that's in the news this week, which came from the INRIA Research Center in Bordeaux, is basically adding new actual data sets from the observations of the Earth's oceans to the models that have been used to develop and understand what AMOC does, even though we can't observe it directly all the time.

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253.966 - 266.4 Jessamyn Fairfield

And unfortunately, now this slowdown is predicted to be much stronger than previously anticipated. The uncertainty around the prediction is smaller than it was before, so there's less of a chance that we're just kind of measuring it wrong or that the model is wrong.

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266.44 - 286.764 Jessamyn Fairfield

And it's considered very likely that basically by the end of the century, in 2100, we'll be looking at a slowdown of 42% to 58%, which would pretty much guarantee a collapse of the current. Now, the thing is, the current has collapsed before. And so the way that we understand how to deal with this actually involves looking back at the past and what happened previously.

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286.864 - 301.384 Jessamyn Fairfield

One of my colleagues in Galway, Dr. Audrey Morley, studies this by looking at the records of ocean currents in the past. And I think this is actually a space where Ireland could potentially be a leader in terms of both the science and the mitigation if we just pay attention to it and don't stick our heads in the sand.

301.504 - 321.804 Jonathan McRae

Yeah, but mitigation of this sort of level of climatic change, there's only so much you can really do, right? I mean, like... It requires collaboration. Yeah, yeah. With God, I would imagine. Right. Our second story, Matthew, is a slightly more upbeat one. It's to do with the Epstein-Barr virus.

321.844 - 328.54 Jonathan McRae

Now, this became a very interesting virus about two years ago because of its potential link to multiple sclerosis.

328.52 - 339.175 Matthew Campbell

Yeah, so this is a much more positive story, thankfully. So, Epstein-Barr virus, as we know, it affects about 95% of the population in Ireland and around the world have been infected with Epstein-Barr virus.

Chapter 6: What are the ethical considerations of AI in science?

339.215 - 351.051 Matthew Campbell

But as you said, about two years ago, there was a massive study coming out of the US where they made very, very conclusive associations between individuals who are exposed to Epstein-Barr virus and then go on to develop multiple sclerosis.

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351.031 - 369.115 Matthew Campbell

There is something in the Epstein-Barr virus in some individuals who are genetically susceptible, or maybe they might be immunocompromised at the time they get infected, that can tip the balance over to this neurological condition called multiple sclerosis. Now, the issue with multiple sclerosis and with Epstein-Barr virus especially is that, unlike other viruses, it actually is really quiet.

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369.136 - 382.535 Matthew Campbell

When it infects you, it can cause glandular fever. We've all had glandular fever when we were teenagers. You feel rotten for a couple of weeks and your glands swell up. That's what happens acutely. But what Epstein-Barr virus does, when it lives in your system, it can be very, very silent.

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382.555 - 399.904 Matthew Campbell

So it can get into your B cells, the cells that produce antibodies, and it can just sit there in a latent state for a very, very long time. Now, what this particular study that has found in a group in Fred Hutch Cancer Center in Seattle in the US, they published a paper in a journal called Cell Reports Medicine, which is a really big journal, really prominent journal in the field.

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399.884 - 417.572 Matthew Campbell

And what they did was they basically engineered mice to produce two distinct proteins, one called GP350 and the other called GP42. Now, so to put that in context, what that means basically, people will remember from COVID-19, SARS-CoV-2, the spike protein was the part of the virus that allowed it to infect cells.

417.552 - 430.648 Matthew Campbell

For Epstein-Barr virus, we're not great at knowing what is the spike protein on EBV. So, what this group have done basically is they've identified these two components that we now know are the key components that allow the virus to enter B cells. And why is that important?

430.808 - 447.187 Matthew Campbell

Well, it's important because if we can identify these components of the cell surface of the virus, we can generate vaccines and we can also generate antibodies targeting them. So, really, really positive antibodies. And really interesting findings. So really their next step, what they're trying to do with the next step would be that this would better inform how we could vaccinate.

447.207 - 451.772 Matthew Campbell

So we could potentially vaccinate the population against EBV to prevent multiple sclerosis.

Chapter 7: How does AI compare to human creativity in scientific discovery?

451.792 - 454.535 Matthew Campbell

So, you know, absolutely incredible findings down the line.

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454.896 - 471.593 Jonathan McRae

Yeah. And the analogue, I suppose, here is cervical cancer, HPV, you know, this seemingly innocuous virus that everyone gets, you know, once they reach sort of the age of 60. you know, sexual activity, it's everywhere, but it doesn't affect everybody in a negative way. But some people, it gives them cervical cancer.

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471.613 - 475.537 Jonathan McRae

And we've managed to get rid of that theoretically, if people vaccinate their children.

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475.557 - 479.801 Matthew Campbell

Yeah, so absolutely. So we're just not there yet with EBV, but in the future, we should have a vaccine for this.

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480.362 - 491.012 Jonathan McRae

Which is very exciting. Our third story, Jess, has to do with something that I've always thought has been undervalued and misunderstood generally, and that is the power of small talk.

491.313 - 494.706 Jessamyn Fairfield

Yeah. And before we get to that story, Jonathan, can I ask you what you have for breakfast today?

494.726 - 496.995 Jonathan McRae

I didn't have breakfast today.

497.015 - 499.264 Jessamyn Fairfield

You didn't have breakfast. How did that make you feel?

499.379 - 500.34 Jonathan McRae

I'm hungry.

Chapter 8: What challenges does AI face in scientific research?

505.687 - 522.568 Jessamyn Fairfield

And so this study, it's a new study from the University of Michigan, basically looking at whether people enjoy small talk as much as they think they will. And there is, you know, there's a type of person who's like, I don't like small talk. Like, I just want to get really intense, really deep right away. And so they basically took about 1,800 people.

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523.008 - 545.334 Jessamyn Fairfield

They asked them to predict their enjoyment of specific topics of conversation and and then put them in pairs, had them talk about like a specific thing, and asked them afterwards to rate their enjoyment of the conversation. And I really loved the list of small talk topics that they had for this, including things like weather, stock market, vegan diets, Pokemon, and onions.

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547.196 - 551.701 Jonathan McRae

To choose those as small, it's like onions could be really, really profound.

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552.182 - 571.186 Jessamyn Fairfield

There's a lot of layers. There's a lot of layers. But so the thing that's interesting about this is that people, even if they said beforehand, oh, that's a very boring topic. I'm not going to enjoy talking about it. Afterward, people's ratings of the conversations were consistently much higher than they predicted. And I think it's interesting to think about why this is, right?

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571.567 - 587.508 Jessamyn Fairfield

Thinking about how you're going to feel about the facts of a conversation, like did we discuss the stock market or onions? Like it's easy to make a sort of prediction of like, well, how much am I interested in that thing? But, of course, a conversation isn't one person. It's the connection. It's like your engagement with the other person. It's talking. It's feeling listened to.

587.549 - 606.795 Jessamyn Fairfield

It's maybe feeling understood. It's maybe feeling hungry. Like just that kind of ineffable thing about conversation. People like it. People like talking to each other. So even if the topic is not important, it's not always about the topic necessarily. And I think it's very interesting to maybe recalibrate our expectations of what small talk is or does.

606.815 - 611.9 Jessamyn Fairfield

I mean, as you said, like it can lead to a lot more, but even small talk by itself, it's connecting with another human being.

612.08 - 630.279 Jonathan McRae

Totally. Dale Carnegie wrote this book called How to Win Friends and Influence People. And it's absolutely worth a read because it is really more about just connecting with people and acknowledging that they exist. And like, door is really open. I have to be very mindful of this because it's not my default. My default is... How much is that? Okay, I'll take it then. Thank you, bye.

630.52 - 651.451 Jonathan McRae

And, you know, and actually I need to rewire my brain to be more small talky. But yeah, it's really fundamental to starting off having any sort of conversation with someone. Thank you very much for that, Jess. Our final story, Matthew, has to do with fluoride in the water. I mean, I don't know how we're still asking questions about this subject.

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