New Podcast: "Making Sense of Science"
Kira Peikoff was the editor-in-chief of Leaps.org from 2017 to 2021. As a journalist, her work has appeared in The New York Times, Newsweek, Nautilus, Popular Mechanics, The New York Academy of Sciences, and other outlets. She is also the author of four suspense novels that explore controversial issues arising from scientific innovation: Living Proof, No Time to Die, Die Again Tomorrow, and Mother Knows Best. Peikoff holds a B.A. in Journalism from New York University and an M.S. in Bioethics from Columbia University. She lives in New Jersey with her husband and two young sons. Follow her on Twitter @KiraPeikoff.
Making Sense of Science features interviews with leading medical and scientific experts about the latest developments and the big ethical and societal questions they raise. This monthly podcast is hosted by journalist Kira Peikoff, founding editor of the award-winning science outlet Leaps.org.
Episode 1: "COVID-19 Vaccines and Our Progress Toward Normalcy"
Bioethicist Arthur Caplan of NYU shares his thoughts on when we will build herd immunity, how enthusiastic to be about the J&J vaccine, predictions for vaccine mandates in the coming months, what should happen with kids and schools, whether you can hug your grandparents after they get vaccinated, and more.
Transcript:
KIRA: Hi, and welcome to our new podcast 'Making Sense of Science', the show that features interviews with leading experts in health and science about the latest developments and the big ethical questions. I'm your host Kira Peikoff, the editor of leaps.org. And today, we're going to talk about the Covid-19 vaccines. I'm honored that my first guest is Dr. Art Caplan of NYU, one of the world's leading bio-ethicists. Art, thanks so much for joining us today.
DR. CAPLAN: Thank you so much for having me.
KIRA: So the big topic right now is the new J&J vaccine, which is likely to be given to millions of Americans in the coming weeks. It only requires one-shot, it can be stored in refrigerators for several months. It has fewer side-effects and most importantly, it is extremely effective at the big things, preventing hospitalizations and deaths. Though not as effective as Pfizer and Moderna in preventing moderate cases, especially potentially in older adults with underlying conditions. So Art, what's your take overall, on how enthusiastic Americans should be about this vaccine?
DR. CAPLAN: I'm usually enthusiastic. The more weapons, the better. This vaccine, while maybe, slightly less efficacious than the Moderna and the Pfizer ones, is easier to make, is easier to ship. It's one-shot. You know, here there's already been problems of getting people to come back in for their second shots. I would say 5... 7% of people don't show up even though you remind them and you nag them, they don't come back. So a one-shot option is great. A one-shot option that's easy to, if you will, brew up in your rural pharmacy without having to have special instructions is great. And I think it's gonna really facilitate herd-immunity, meaning, we'll see millions and millions and millions of doses of the Janssen vaccine out there as an option, I'm gonna say, summer.
KIRA: Great. And to be fair, it's worth mentioning that the J&J vaccine was tested in clinical trials after variants began to circulate, and it's only one-shot instead of two, like the other vaccines, and it gets more effective over time. So is it really fair to directly compare its efficacy to the mRNA vaccines?
DR. CAPLAN: Well, you know, people are gonna do that. And one issue that'll come up ethically is people are gonna say, "Can I choose my vaccine? I want the most efficacious one. I want the name brand that I trust. I don't want the new platform. I like Janssen's 'cause it's an older, more established way to make vaccines or whatever." Who knows what cuckoo-cockamamie reasons they might have. To me, you take what you can get, it'll be great. It's way above what we normally would expect, those 95% success rates are off the charts. Getting something that's 70% effective, it's perfectly wonderful. I wish we had flu shots that were 70% effective.
And the other thing to keep in mind is we're gonna see more mutations, we're gonna see more strains. That's just a reality of viruses. So they'll mutate, more strains will appear, we can't just say, "Oh my goodness. There's a South-African one or the California one or the UK one. We better... I don't know, do something different." We're just gonna have to basically resign ourselves, I think, to boosters. So right now, take the vaccine. I'm almost tempted to say, "Shut up and take the vaccine. Don't worry about choosing."
Just get what you can get. If you live in a rural community and all they have is Janssen, take it. If you're in another country and all they ship to you is Janssen, take it. And then we'll worry about the next round of virus mutations, if you will, when we get to the boosters. I'm more concerned that these things aren't gonna last more than a year or two than I am that they're not gonna pick up every mutation.
KIRA: So on that note, shipping to rural places or low-income countries that lack the ultra-cold freezers that you need for the super effective mRNA vaccines, the Janssen vaccine seems like a really great option, but are we going to encounter a potential conflict of people saying, "Well, there's "poor or rich vaccines," and one is slightly less effective than the other." And so are we gonna disenfranchise people and undermine their actual willingness to take the vaccine?
DR. CAPLAN: Well, it's interesting. I think the first problem is gonna be, "I have vaccine and I don't have any vaccine," between rich and poor countries. Look, the poor countries are screaming to get vaccine supply sent to them. I think, for example, Ghana received recently 600 million doses of AstraZeneca vaccine. It was freed up by South Africa, which decided they didn't wanna use it 'cause they thought there was "a better vaccine" coming. So even among the poorer nations or the developing nations, some vaccines are getting typed as the not-as-good or the less-desirable... We've already started to see it.
But for the most part, the rich countries are gonna try and vaccinate to herd immunity, you can argue about the ethics of whether that's right, before they start sharing. And I think we'll have haves and have-nots, herd immunity produced in the rich countries, Japan, North America, Europe, by the end of the year anyway. And still some countries floundering around saying, "I didn't get anything," and what are you gonna do?
KIRA: And I know you said to people, which is a very memorable quote, "just shut up and take the vaccine, whatever you can get, whatever is available to you now, do it." But inevitably, as you mentioned, some people are going to say, "Well, I just wanna wait to get the best one possible." When will people have a choice in vaccines, do you think?
DR. CAPLAN: I don't think you'll see that till next year. I think we're gonna see distribution according to where the supply chains are that the vaccine manufacturers use. So if I use McKesson and they ship to the Northeast, and that's where my vaccine goes, that's what's available there. If I'm contracted to Walmart and they buy Janssen, that's what you're gonna see at the big box store. I don't think you're really gonna get too much in the way of choice until next year, when then they're gonna say they ship three different kinds of vaccine, and I can offer you one dose or two dose... One of them lasts a year, one of them lasts 18 months. I don't think we're gonna have the informed choice until next year.
KIRA: Okay. And right now the steep demand is outstripping the supply, and there's been a lot of pressure put on the vaccine makers to ramp up as quickly as possible. Of course, they say that they're doing that and the government is pressuring them to do that, but when do you think we'll cross over to the point where vaccine hesitancy is a bigger issue than vaccine demand?
DR. CAPLAN: Yeah. So this is a really interesting issue. I'm glad you asked me this because I think it's got good foresight. The big ethics fight now is scarcity and who goes first, and the ethicists, including me, are having a fine old time arguing about healthcare workers versus policemen versus people who work for UPS versus somebody who's working at the drug store. Who's more important? Why are they more important? Who's essential?
Actually, I think most of that is nonsense, because what we've learned is that you can't do much in the way of micro-allocation, the system strains, and it doesn't work. You've gotta use some pretty broad categories like over 65, still breathing and working, and a kid. The kid will go last, 'cause we don't have the data, everybody else should get in line and the over 65s should probably be first 'cause they're at high risk. We can't do this. We stink at the micro-management of vaccine supply, plus it encourages cheating. So everybody's out there with vaccine hunters, vaccine tourism, bribing, lying, dressing up like a grandmother to get a vaccine. My favorite one was some rich people in Vancouver flew up to the Yukon and pretended to be Inuit aboriginal people to get a vaccine. That will all pass.
We'll have enough vaccine by the summer, more or less, that the issue will then be, "How are we gonna get to herd immunity or at least maximal immunity, knowing that we don't have data on kids?" People under 18, I think are something like 20% of our population. That means the best you could do is 80%. The other population still could be passing the virus, kids here or Europe or wherever. Well, the military refusal rate that I just saw was 30% saying no. I've heard nursing home staff rates, nursing attendants, nursing aids up at 40% to 50% saying no. So these are huge refusal rates, people are nervous about how it works, the vaccine. Some of them are like, "Well Art you take it. If you're still alive in six months, then maybe I'll take it, but I wanna see that it really works and it's safe." And other people say, "We don't wanna be exploited. We don't trust the government, whatever, to offer us these vaccines."
I'm gonna answer that was a long-winded way of saying we're gonna see some mandates, we're gonna see some coercions start to show up in the vaccine supply, because I think, for example, the military. The day one of these license gets... Excuse me, one of these vaccines get licensed, right now they're on an emergency approval, collect data for three or four more months, get the FDA to formally license the thing. I'd say between five minutes and 10 minutes, the military will be mandating. They have no interest in your objection, they have no interest in your choice, they know what the mission is. It's traditionally, we're gonna get you as healthy as we can to fight a war.
The fact that you say, "Gee, I might die." They kind of say, "Yeah, we noticed that, but that's in the military culture. We fight wars and do stuff like that." So they'll be mandating, I think, very rapidly. And I think healthcare workers will. I think most hospitals are gonna say 50% refusal rate among this nursing group? Forget it. We can't risk that. Nursing homes have been devastated by COVID. They're not gonna have aids out there unvaccinated. The only thing holding up the mandates right now is that we don't have full licensure. We have emergency use approvals, and that's good.
But it's a little tough to mandate without full license. The day we get it, three months, four months, we're gonna start to see mandates. And I'll make one more prediction, as long as I'm in a crystal ball mode. It won't be the government at that point that says, you have to be vaccinated. It'll be private business, 'cause they're gonna say, "You know what? Come on my cruise ship, 'cause everybody who works here is vaccinated." "Come on into my bar, everybody who works here is vaccinated." They're gonna start to use it as an advertising marketing lure. "It's safe here. Come on in." So I think they'll say, "If you wanna work on an airline as a flight attendant, you get vaccinated. We have vaccine proof. You can show it on your iPhone, on your whatever, you have a card that you did it." And so I think we'll see many businesses moving to vaccinate so that they can bring their customers back in.
KIRA: So private businesses, that's one thing, because people do not have to patronize those places if they don't wanna get vaccinated. But of course, this is gonna open up a can of worms with schools. Public schools, if they mandate teacher vaccines and you have to send your kid to school and you have to go to work at a school. What happens then?
DR. CAPLAN: Well, schools are gonna be at the end of the line. That's where we have the least data. So I don't think we're gonna see school mandates on kids, maybe not till next year. But we already have school mandates on kids. They were the first group to feel the force of mandates, because it turns out that measles and mumps and whooping cough are easy to get at school, sneezing and coughing on one another. Some states have added flu shots. Many states, California, Maine, New York have actually eliminated exemptions. The only way out for those kids is if they have a health reason. They're not even allowing religious or so-called philosophical or personal choice exemptions. COVID vaccines will just line up right next to those things.
Teachers will demand it, the pressure will be there. We'll have a lot of information by next year on safety. I'm even gonna say people are gonna be less tolerant of non-vaccinators. Now it's sort of like, "Wow. Yeah, I guess." But this time next year, if you haven't vaccinated, people are gonna come to your house and board it up and make you stay inside.
KIRA: Well, given how much we're so dependent on these vaccines to get us back to a regular life, I can understand the sentiment. What is your take on the big controversy right now, just going back towards the present day a little bit more on having kids in schools. Is that something you support before all the teachers have been vaccinated?
DR. CAPLAN: I do, but I have a problem with the definition of a teacher and a school. So by the way, some people that I know, friends of mine have said, "Well, I'm a teacher, I'm a yoga instructor. I'm a teacher, I'm an aerobics instructor. So I should get priority access to vaccination." I don't think that's what we meant by teacher. And here's the difference in schools. I live in Ridgefield, Connecticut. Up the street for me is a very fancy private elementary school. It has endless grounds, open classrooms. If there are eight kids in a class, I'll pass out. It is great. I wish I went to college there. It's a wonderful set up. Do they need to vaccinate everybody? Probably not, they're all sitting six feet apart, everybody in there is gonna mask, they have huge auditoriums. They never have to come in contact.
I've been in some other schools in the Bronx. No ventilation, no plumbing, 35 kids in a class, the teacher's 65. And you sort of think, "Boy, I'd wanna have vaccinate everybody in sight in this place because unless we re-haul the buildings and downsize the class size, people are gonna get sick in here."
They probably were getting sick anyway before COVID, but now COVID makes it worse. They're probably getting the flu or colds at nine times the rate that they were in Ridgefield, Connecticut. So my point is this, high school kids doing certain things, they can come in on a mixed schedule three days a week, two days a week, do their thing, they know how to mask. Am I worried about vaccinating there? Not too much. Elementary school kids need psychosocial development, need to learn social skills, sometimes going to schools that aren't that wonderful. Yeah, let's vaccinate them. So even though I was complaining a bit about micro-management and trying to parse out, here I think you need to do it. I think you're probably gonna say college, I don't know that you have to vaccinate there. High schools, 50/50. Elementary school, let's do them first.
KIRA: Got it. And one more question on kids before I wanna move on, there's been talk about whether it's necessary before kids are allowed to get this vaccine to have the FDA go to full approval with the full bulk of data necessary for that versus just an emergency authorization for the general population, given that kids are at so much lower risk than adults. But then of course, it'll take a lot more time, I imagine, to get the kids the vaccines. What's your take on that?
DR. CAPLAN: We historically have demanded higher levels of evidence to do anything with a kid, and I think that's gonna hold true here too. I don't think you're gonna see emergency-use authorization for people under 18. Maybe they'd cut it and say, "We'll do it 12-18," but just looking at the history of drug development, vaccine development, people are really leery of taking risks with kids and appropriately so. Kids can't even make their own decision. I can decide if I wanna take an emergency-use vaccine, if I think it's too iffy I don't take it right now. So up to me to weigh the risk-benefit. I don't think so. I think you'll see licensing required before we really get it, at least 12 and under. Let's put it there. And I'm not worried about the safety or efficacy of these things in kids. I think there's no reason, given the biological mechanisms, to think they're gonna be any different. But it's gonna be pretty tough pre-licensure to impose anything.
KIRA: And when do you think that licensure for kids under 12 could come?
DR. CAPLAN: Well, two groups of people are now being studied, pregnant women, the studies just launched. They'll probably be done sufficiently by the end of the year. Kids for full licensure, spring next year.
KIRA: Okay. And because this is a big question for a lot of women that I know and women in general who are pregnant, what would you say to them now, where we don't have the data yet on the safety, but they have to decide and they can't wait six or nine more months?
DR. CAPLAN: Vaccinate yesterday. Literally, I think the COVID virus is too dangerous, I think it's dangerous to the mom, I think it's dangerous to the fetus. It is an unknown, but boy, I would bet on the vaccine more than I would taking my chances with the virus.
KIRA: Got it. So let's pivot a little bit and talk about some of the big open questions around the vaccines that we're starting to get some early evidence about. For one thing, do they prevent transmission and not just symptomatic disease. And I think it's worth pointing out for our audience here that there is a big difference between preventing symptoms and preventing infections, as lots of asymptomatic people know. And we have a lot of new real-world evidence from Israel, from Scotland, reporting that even asymptomatic infections are greatly reduced by the Pfizer vaccine, for example. What is your take on how this new data is going to change guidance around post-vaccination behaviors?
DR. CAPLAN: Yeah. What do we got in the podcast? Seven or eight hours to go? That's a tough one. It's complicated. But trying to over-simplify a little bit. So there is a difference, and this has gotten confusing, I fear. Some vaccines prevent you from getting infected at all. It looks like the Pfizer and the Moderna fall into that category. That's great, 'cause no matter what else, it probably means you're gonna reduce transmission, 'cause if you can't be infected, I don't know how you're gonna give it to somebody else. So I'll bet that that's a transmission reduction. Looks like Johnson & Johnson, unclear. Seems to prevent bad symptoms and death but not moderate disease, and it isn't clear that it stops you from getting infected. So that may become an issue in terms of how we strategically approach when we have enough vaccine of the different types. We may wanna say, "Look, in some environments, we've gotta control spread... Nursing home. We wanna see the Moderna there. We wanna see the Pfizer there."
In other situations, we just wanna make sure you're not dead, let's get the Janssen thing out there. And that'll be great. I'll tell you... I'll give you an example from my own current existence. So I've been pretty cautious... As I said, I live in Ridgefield, Connecticut. I have a house, pretty roomy, but I haven't left it very often. I'm willing to take the chance to go shopping. I'll confess I'm even willing to take the chance wearing a mask to go to the drug store and I've had a hair-cut or two. So I've been not hyper-cautious, but cautious. I don't invite people over that I don't know where they've been, so to speak. But now I'm vaccinated, and my wife is fully vaccinated. And the other night for the first time, we went out to an indoor restaurant. Probably haven't done that in 10 months... No, I don't know, six months. But a long time...
KIRA: I hope you really enjoyed that first meal out, 'cause that's something that I dream about. Boy, where am I gonna go and what am I gonna order?
DR. CAPLAN: Yeah. We went to the fanciest restaurant in town, as a matter of fact, and they were social distancing and everybody was masked and the wait staff. But I figure, good enough for me. If the thing isn't gonna kill me, if I was just told I was gonna have a risk of being sick for three days or something, that's good enough for me. I don't wanna infect somebody else. So I'll still mask and do that, I'm not sure. But I'm absolutely ready to say, and in fact, I've scheduled two trips. We're gonna take a trip to Florida, we're gonna take a trip to North Carolina in March and April. I'm figuring even then, things will be better. But everybody's gonna have choices like that to make. It'll be really interesting. If I'm Tony Fauci or one of our big public health guys, I don't want anybody going anywhere, I'm risk-averse, until maybe 2027. I think it'll be controlled and eliminated... We'll have lots of data and everything will be great. I'm a little bit more, shall we say, individual choice-oriented, making individual risk things, like I said. As long as I'm responsible to others.
I don't wanna make anybody else sick, but if I am ready to take the chance of just being sick for a few days, and I believe the vaccines available will keep me out of the hospital and keep me out of the Morticians building. Okay, I'm ready to do it. So each one of us is gonna have to make a value decision, this is what I find interesting, about what's normal. It isn't science. It isn't medicine. It's ethics. You're gonna have to decide how much risk do you wanna take. Do you wanna be a jerk to your neighbor, if you could still have a teeny chance of infecting them? Am I willing to live in a world where COVID is around but it's kinda rare? I know kids are still transmitting, but it's not really a huge risk. That's the kind of value choice that each of us will be faced with.
KIRA: I really appreciate your emphasis on individual choice and values here and letting... Basically allowing people to make those judgments based on their circumstances for themselves. If you're not deathly afraid of getting a mild cold-type illness, then I can understand why you wanna fly or go to a restaurant, and other people might not be comfortable with any risk at all, and they're perfectly welcome to stay home.
DR. CAPLAN: Or they may say, "I'm 80, I have nine chronic diseases. A mild illness still freaks me out." Okay, I get that. I'm perfectly respectful of that. It's interesting. I think we've been used to public health messaging, and people have this attitude that at some point, Fauci or the head of the CDC, somebody's gonna show up on TV and say, "All clear, everything's over, back to normal, we've declared victory over the enemy. It's armistice day." Whatever. It isn't gonna work like that is my prediction. It's gonna be a slow creep, different people deciding, "I'm safe enough, I'm wandering out." Other people say, "No, no, not ready." Or somebody saying, "I'm pregnant. I'm staying in. I don't care what's going on. I'm not gonna take that risk." I think people will be surprised that there isn't going to be a national day of resolution or something. [chuckle]
KIRA: Right. It's more about these individual behaviors and over time, letting people decide what to do. So for example, if you had grandkids and they were not vaccinated, but you are, would you hug them, would you get close to them, how would you behave and how do you think they should behave around you?
DR. CAPLAN: So I'd be still nervous about them transmitting, but I'm also a very strong believer in my vaccine. So yes, I would hug them, and yes, I would have them come to visit. And that's probably gonna happen actually fairly soon. But their parents aren't vaccinated yet. And so I'm still nervous that maybe better not to do a lot of social mingling right now. But yeah, people have said to me, "My grandmom is 94. I don't know how long she's gonna be here. You think if I'm vaccinated it's okay to pay a visit." I'm gonna start to say, "Yeah, I get that."
KIRA: And I think one thing that's lost in these discussions of safety is also the aspect of benefits to human life and why we even live in the first place. We don't live lives of complete safety. We drive, we fly, we do things that are risky, but we take those risks, because it's worth it. So I think that should be part of the discussion overall, not just safety, period.
DR. CAPLAN: And not just saving lives. So ski slopes, there are a lot of orthopedic clinics at the bottom of big ski slopes, and sending a message like, "You can break bones here." But people say, "I wanna do it, I enjoy it." Okay, I'm not sure all the time that we should factor all of that into our pooled insurance plan, but that's a fight for another day. Nonetheless, I would... You know something, I would pay for it 'cause I like to encourage people to enjoy themselves. So I have my bad habits, they have their bad habits. I think it's sort of a wash in a certain way. But more to your point, I think if you look out there and say, there are some areas where we don't let you choose. You must put your kid in a car seat. A kid can't make a decision, the thing is very effective, really saves their lives, they should have a life ahead of them, and we're gonna force it. And I'm all for that.
In other instances, I might go into the restaurant. I think it's part of the general, "Am I gonna drive a car, am I gonna cross a busy street... " As you said, there are many things I have to do where I have to think about the risk-benefit. I may make a lousy calculation and underestimate what it means to get in my car and drive in terms of risk relative to getting hit by lightening or some other risks, but that's a little bit more for me.
KIRA: So that's a really thought-provoking conversation, but I wanna switch for a minute to another question mark around the vaccines besides transmission, is the long-term studies of their effects on the immune system. And one thing that I've noticed some experts are concerned about is the fact that a lot of the people in the placebo groups have dropped out of the trials and gotten the vaccine because ethically you can't withhold the vaccinations from these volunteers, but at the same time, that could be hurting our ability to compare the vaccine's long-term effects against people who haven't had the vaccine for a long time. So how significant is this issue in your mind?
DR. CAPLAN: Big. Some people actually proposed that we not let them drop out, we not tell the subjects in these big trials of vaccines if they were in the placebo group. Can't do that. It's clearly unethical... Achieved consensus on that decades ago, with various studies where the researcher said, "We don't have to tell the subjects that there's a treatment." Tuskegee did that, for example, the horrible study in the early, late '60s, early '70s, where they didn't tell people there was a cure and kept the study going of venereal disease, but there have been many others since. We already know you gotta give them the option. Some people may stay in anyway, but not enough to allow the study to really have integrity. So I think current studies are likely to fall apart and we won't get answers in the way we're used to with randomized trials to the long-term effects or even to the how long does it last question.
We need to build a system that can follow people. We can't rely on them being in an observed clinical trial. We have to start to say, "You register, we're gonna check on you every year to see how you're doing." That's gotta be done. And one other provocative idea, I pushed it long ago, challenge studies. Deliberately infect a small group of people, hopefully healthy people that choose to do it with mild COVID and then see what the vaccine does in them and then get an answer faster if you study them over time, they volunteered knowingly to get exposed this way. I think you're gonna see some challenge studies done particularly to compare vaccines. There are still more vaccines coming, maybe some of them will last longer, cheaper, safer, I don't know. The only way you're gonna study the next round of vaccines is in a challenge study. You're never getting anybody to sign up to be in a placebo control randomized trial.
KIRA: So that was actually my next question, that the UK just approved the first ever challenge study to infect the volunteers on purpose with the virus. Now, the UK has often been much more progressive in doing medical research than the US. Do you think the US will ever get to that point or are we just gonna rely on other countries to do that for us?
DR. CAPLAN: I think we won't get there. We're so conservative, so litigation conscious. People are freaked out that if somebody got sick and died in a challenge study, it would bankrupt the sponsor. I think the UK is on the right path, but I don't really think we're gonna follow.
KIRA: Okay, well, I hope that they can do the work that we really need. And I'm grateful that there are other countries that are more permissive of risk-taking and doing the controversial studies that are required.
DR. CAPLAN: Ironically, if you don't do the challenge studies, the only other way you're gonna get to do big-scale randomized placebo trials is in the poorest countries that can't get anything. And that makes it an awful lot like exploitation, taking advantage, as opposed to choice. But that's where you'd go, you'd say, "Oh, I got this new vaccine, I'll test it out in Sierra Leone and they don't have anything anyway. So better that half of them get the vaccine than not." And I still think the challenge study makes more ethic sense.
KIRA: Yeah, absolutely. That would really be a shame to be put in that position instead of just allowing people to decide. We let people sign up for the army where they might die. What's the ethical difference with signing up for a potentially dangerous study, but if you're young and healthy, the risk is low?
DR. CAPLAN: By the way, the risk from COVID to say, 18 to 35-year-olds, who's who you'd be looking at, is about the same as donating a kidney, which we also allow all the time.
KIRA: Right, right. Great point. Before we finish up here, I just wanna quickly touch on, of course, the big elephant in the room, which we all have to deal with, unfortunately, which is the variants. So I wanna talk about where we stand. I've heard some vaccine experts recently say, like Paul Offit, for example, has said he doesn't expect a fourth surge due to this, but others are more cautious and take the flip side saying, "This is the calm before the storm. We're about to see another huge explosion." California has recently reported a new strain as accounts for maybe potentially 50% of cases now, and it could be 90% by the end of March. But we're seeing such big declines in the numbers in hospitalizations, in cases. So what should people make of these conflicting messages?
DR. CAPLAN: There's an attitude in medicine that many doctors take toward things like incipient or new prostate cancer, sometimes toward breast cancer, or at least lumps. It's called watchful waiting. You pay attention. You watch what's going on. But you don't do anything right away. I would still get vaccinated, I would still take what I could get. I still believe that it's likely that these vaccines are gonna provide some protection, if not against infection, then at least against the worst symptoms and the worst chances of dying because they're really gonna boost up the basic immune system, which should be able to start to fight against viruses.
That said, could we wind up with some virulent new strain that evades the current vaccine platforms? Yes. Is it likely? I don't think so. But what it does mean is get ready to get boosters because the response to new strains that have been a result of viral mutations is you gotta adjust your vaccine. That's what we'll do. I hope it doesn't send us back into quarantine and isolation and distancing and all the rest of it as our only control. I'm hoping that the manufacturers can roll out boosters more quickly than the first round of vaccines.
KIRA: And the FDA has just said that the vaccine developers will not need to start over with new clinical trials to these boosters. So that will greatly expedite the process. And do you think that's the right call?
DR. CAPLAN: Yes, absolutely. You're not changing the fundamental nature of the vaccine platform, you're just tweaking, if you will, which chemistry responds to the virus. So yeah, I do.
KIRA: And one question then that necessarily everyone is gonna wonder is, "Well, if I got the J&J vaccine, can I get an mRNA booster?" Can you mix and match? Is that gonna work for your immune system?
DR. CAPLAN: Yeah. We don't have any idea. And I wouldn't do that right away. I know some countries are thinking about that to get more, if you will, use out of a limited supply. I'd say wait three months and do it the right way, where the data is in evidence. I'm not worried about people getting a second shot of something different and dropping dead. I'm just worried that it won't work. [chuckle] So I'm not a fan of mix and match. You can do it in some studies, by the way. You could do it in some challenge studies and get a faster answer than you would having to try and do this in 30,000 people over a year. But no, I don't think that's a good way to go. And I'm not a big fan of one-shot strategies either. I think, what we know is that the second shot really kicks your immune system into high gear and that's what you want for real protection. So I know why people say it but I wouldn't advocate for it.
KIRA: Right. And for my last question. One of our big themes this year that we'll be following all throughout the year at leaps.org is our progress towards an eventual return to life and return to normalcy. So I have to ask that question to you. Given everything that you know and that we've discussed today, when do you think our lives and society will start to look normal again, with schools, and restaurants, and businesses open, people are flying and gathering without fear, traveling, etcetera?
DR. CAPLAN: I think you're gonna see a lot of that this summer. There's gonna be enough vaccine out there, even if the epidemiologists aren't 100% happy. As I said, I think a lot of people are gonna say, "I'm happy enough, good enough for me. I'm going to sports and I'm flying, and I'm taking a vacation." And we'll be outside again. Remember we had the ability to eat outdoors and congregate less when the weather's better around the whole country, and I think that will open up Europe and the US in addition. What I'm worried about is if we had to go back in the fall to a more controlled environment, either 'cause a new strain appeared, or just because things weren't as efficacious as we hoped they'd be. But I think summer is gonna be good this year.
KIRA: Well, I hope you're right. I hope your crystal ball is working today. [chuckle]
DR. CAPLAN: [chuckle] And if it's not working right, email Kira. Don't talk to me.
KIRA: Yeah, I cannot be held liable for this. Thank you Art for a fascinating discussion. And thanks to everyone for listening. If you like this show, follow Making Sense of Science to hear new episodes coming once a month. And if you wanna give us feedback, we'd love to hear from you. Get in touch on our website, leaps.org. And until next time, thanks everyone.
Kira Peikoff was the editor-in-chief of Leaps.org from 2017 to 2021. As a journalist, her work has appeared in The New York Times, Newsweek, Nautilus, Popular Mechanics, The New York Academy of Sciences, and other outlets. She is also the author of four suspense novels that explore controversial issues arising from scientific innovation: Living Proof, No Time to Die, Die Again Tomorrow, and Mother Knows Best. Peikoff holds a B.A. in Journalism from New York University and an M.S. in Bioethics from Columbia University. She lives in New Jersey with her husband and two young sons. Follow her on Twitter @KiraPeikoff.
Massive benefits of AI come with environmental and human costs. Can AI itself be part of the solution?
The recent explosion of generative artificial intelligence tools like ChatGPT and Dall-E enabled anyone with internet access to harness AI’s power for enhanced productivity, creativity, and problem-solving. With their ever-improving capabilities and expanding user base, these tools proved useful across disciplines, from the creative to the scientific.
But beneath the technological wonders of human-like conversation and creative expression lies a dirty secret—an alarming environmental and human cost. AI has an immense carbon footprint. Systems like ChatGPT take months to train in high-powered data centers, which demand huge amounts of electricity, much of which is still generated with fossil fuels, as well as water for cooling. “One of the reasons why Open AI needs investments [to the tune of] $10 billion from Microsoft is because they need to pay for all of that computation,” says Kentaro Toyama, a computer scientist at the University of Michigan. There’s also an ecological toll from mining rare minerals required for hardware and infrastructure. This environmental exploitation pollutes land, triggers natural disasters and causes large-scale human displacement. Finally, for data labeling needed to train and correct AI algorithms, the Big Data industry employs cheap and exploitative labor, often from the Global South.
Generative AI tools are based on large language models (LLMs), with most well-known being various versions of GPT. LLMs can perform natural language processing, including translating, summarizing and answering questions. They use artificial neural networks, called deep learning or machine learning. Inspired by the human brain, neural networks are made of millions of artificial neurons. “The basic principles of neural networks were known even in the 1950s and 1960s,” Toyama says, “but it’s only now, with the tremendous amount of compute power that we have, as well as huge amounts of data, that it’s become possible to train generative AI models.”
Though there aren’t any official figures about the power consumption or emissions from data centers, experts estimate that they use one percent of global electricity—more than entire countries.
In recent months, much attention has gone to the transformative benefits of these technologies. But it’s important to consider that these remarkable advances may come at a price.
AI’s carbon footprint
In their latest annual report, 2023 Landscape: Confronting Tech Power, the AI Now Institute, an independent policy research entity focusing on the concentration of power in the tech industry, says: “The constant push for scale in artificial intelligence has led Big Tech firms to develop hugely energy-intensive computational models that optimize for ‘accuracy’—through increasingly large datasets and computationally intensive model training—over more efficient and sustainable alternatives.”
Though there aren’t any official figures about the power consumption or emissions from data centers, experts estimate that they use one percent of global electricity—more than entire countries. In 2019, Emma Strubell, then a graduate researcher at the University of Massachusetts Amherst, estimated that training a single LLM resulted in over 280,000 kg in CO2 emissions—an equivalent of driving almost 1.2 million km in a gas-powered car. A couple of years later, David Patterson, a computer scientist from the University of California Berkeley, and colleagues, estimated GPT-3’s carbon footprint at over 550,000 kg of CO2 In 2022, the tech company Hugging Face, estimated the carbon footprint of its own language model, BLOOM, as 25,000 kg in CO2 emissions. (BLOOM’s footprint is lower because Hugging Face uses renewable energy, but it doubled when other life-cycle processes like hardware manufacturing and use were added.)
Luckily, despite the growing size and numbers of data centers, their increasing energy demands and emissions have not kept pace proportionately—thanks to renewable energy sources and energy-efficient hardware.
But emissions don’t tell the full story.
AI’s hidden human cost
“If historical colonialism annexed territories, their resources, and the bodies that worked on them, data colonialism’s power grab is both simpler and deeper: the capture and control of human life itself through appropriating the data that can be extracted from it for profit.” So write Nick Couldry and Ulises Mejias, authors of the book The Costs of Connection.
The energy requirements, hardware manufacture and the cheap human labor behind AI systems disproportionately affect marginalized communities.
Technologies we use daily inexorably gather our data. “Human experience, potentially every layer and aspect of it, is becoming the target of profitable extraction,” Couldry and Meijas say. This feeds data capitalism, the economic model built on the extraction and commodification of data. While we are being dispossessed of our data, Big Tech commodifies it for their own benefit. This results in consolidation of power structures that reinforce existing race, gender, class and other inequalities.
“The political economy around tech and tech companies, and the development in advances in AI contribute to massive displacement and pollution, and significantly changes the built environment,” says technologist and activist Yeshi Milner, who founded Data For Black Lives (D4BL) to create measurable change in Black people’s lives using data. The energy requirements, hardware manufacture and the cheap human labor behind AI systems disproportionately affect marginalized communities.
AI’s recent explosive growth spiked the demand for manual, behind-the-scenes tasks, creating an industry described by Mary Gray and Siddharth Suri as “ghost work” in their book. This invisible human workforce that lies behind the “magic” of AI, is overworked and underpaid, and very often based in the Global South. For example, workers in Kenya who made less than $2 an hour, were the behind the mechanism that trained ChatGPT to properly talk about violence, hate speech and sexual abuse. And, according to an article in Analytics India Magazine, in some cases these workers may not have been paid at all, a case for wage theft. An exposé by the Washington Post describes “digital sweatshops” in the Philippines, where thousands of workers experience low wages, delays in payment, and wage theft by Remotasks, a platform owned by Scale AI, a $7 billion dollar American startup. Rights groups and labor researchers have flagged Scale AI as one company that flouts basic labor standards for workers abroad.
It is possible to draw a parallel with chattel slavery—the most significant economic event that continues to shape the modern world—to see the business structures that allow for the massive exploitation of people, Milner says. Back then, people got chocolate, sugar, cotton; today, they get generative AI tools. “What’s invisible through distance—because [tech companies] also control what we see—is the massive exploitation,” Milner says.
“At Data for Black Lives, we are less concerned with whether AI will become human…[W]e’re more concerned with the growing power of AI to decide who’s human and who’s not,” Milner says. As a decision-making force, AI becomes a “justifying factor for policies, practices, rules that not just reinforce, but are currently turning the clock back generations years on people’s civil and human rights.”
Ironically, AI plays an important role in mitigating its own harms—by plowing through mountains of data about weather changes, extreme weather events and human displacement.
Nuria Oliver, a computer scientist, and co-founder and vice-president of the European Laboratory of Learning and Intelligent Systems (ELLIS), says that instead of focusing on the hypothetical existential risks of today’s AI, we should talk about its real, tangible risks.
“Because AI is a transverse discipline that you can apply to any field [from education, journalism, medicine, to transportation and energy], it has a transformative power…and an exponential impact,” she says.
AI's accountability
“At the core of what we were arguing about data capitalism [is] a call to action to abolish Big Data,” says Milner. “Not to abolish data itself, but the power structures that concentrate [its] power in the hands of very few actors.”
A comprehensive AI Act currently negotiated in the European Parliament aims to rein Big Tech in. It plans to introduce a rating of AI tools based on the harms caused to humans, while being as technology-neutral as possible. That sets standards for safe, transparent, traceable, non-discriminatory, and environmentally friendly AI systems, overseen by people, not automation. The regulations also ask for transparency in the content used to train generative AIs, particularly with copyrighted data, and also disclosing that the content is AI-generated. “This European regulation is setting the example for other regions and countries in the world,” Oliver says. But, she adds, such transparencies are hard to achieve.
Google, for example, recently updated its privacy policy to say that anything on the public internet will be used as training data. “Obviously, technology companies have to respond to their economic interests, so their decisions are not necessarily going to be the best for society and for the environment,” Oliver says. “And that’s why we need strong research institutions and civil society institutions to push for actions.” ELLIS also advocates for data centers to be built in locations where the energy can be produced sustainably.
Ironically, AI plays an important role in mitigating its own harms—by plowing through mountains of data about weather changes, extreme weather events and human displacement. “The only way to make sense of this data is using machine learning methods,” Oliver says.
Milner believes that the best way to expose AI-caused systemic inequalities is through people's stories. “In these last five years, so much of our work [at D4BL] has been creating new datasets, new data tools, bringing the data to life. To show the harms but also to continue to reclaim it as a tool for social change and for political change.” This change, she adds, will depend on whose hands it is in.
DNA gathered from animal poop helps protect wildlife
On the savannah near the Botswana-Zimbabwe border, elephants grazed contentedly. Nearby, postdoctoral researcher Alida de Flamingh watched and waited. As the herd moved away, she went into action, collecting samples of elephant dung that she and other wildlife conservationists would study in the months to come. She pulled on gloves, took a swab, and ran it all over the still-warm, round blob of elephant poop.
Sequencing DNA from fecal matter is a safe, non-invasive way to track and ultimately help protect over 42,000 species currently threatened by extinction. Scientists are using this DNA to gain insights into wildlife health, genetic diversity and even the broader environment. Applied to elephants, chimpanzees, toucans and other species, it helps scientists determine the genetic diversity of groups and linkages with other groups. Such analysis can show changes in rates of inbreeding. Populations with greater genetic diversity adapt better to changes and environmental stressors than those with less diversity, thus reducing their risks of extinction, explains de Flamingh, a postdoctoral researcher at the University of Illinois Urbana-Champaign.
Analyzing fecal DNA also reveals information about an animal’s diet and health, and even nearby flora that is eaten. That information gives scientists broader insights into the ecosystem, and the findings are informing conservation initiatives. Examples include restoring or maintaining genetic connections among groups, ensuring access to certain foraging areas or increasing diversity in captive breeding programs.
Approximately 27 percent of mammals and 28 percent of all assessed species are close to dying out. The IUCN Red List of threatened species, simply called the Red List, is the world’s most comprehensive record of animals’ risk of extinction status. The more information scientists gather, the better their chances of reducing those risks. In Africa, populations of vertebrates declined 69 percent between 1970 and 2022, according to the World Wildlife Fund (WWF).
“We put on sterile gloves and use a sterile swab to collect wet mucus and materials from the outside of the dung ball,” says Alida de Flamingh, a postdoctoral researcher at the University of Illinois Urbana-Champaign.
“When people talk about species, they often talk about ecosystems, but they often overlook genetic diversity,” says Christina Hvilsom, senior geneticist at the Copenhagen Zoo. “It’s easy to count (individuals) to assess whether the population size is increasing or decreasing, but diversity isn’t something we can see with our bare eyes. Yet, it’s actually the foundation for the species and populations.” DNA analysis can provide this critical information.
Assessing elephants’ health
“Africa’s elephant populations are facing unprecedented threats,” says de Flamingh, the postdoc, who has studied them since 2009. Challenges include ivory poaching, habitat destruction and smaller, more fragmented habitats that result in smaller mating pools with less genetic diversity. Additionally, de Flamingh studies the microbial communities living on and in elephants – their microbiomes – looking for parasites or dangerous microbes.
Approximately 415,000 elephants inhabit Africa today, but de Flamingh says the number would be four times higher without these challenges. The IUCN Red List reports African savannah elephants are endangered and African forest elephants are critically endangered. Elephants support ecosystem biodiversity by clearing paths that help other species travel. Their very footprints create small puddles that can host smaller organisms such as tadpoles. Elephants are often described as ecosystems’ engineers, so if they disappear, the rest of the ecosystem will suffer too.
There’s a process to collecting elephant feces. “We put on sterile gloves (which we change for each sample) and use a sterile swab to collect wet mucus and materials from the outside of the dung ball,” says de Flamingh. They rub a sample about the size of a U.S. quarter onto a paper card embedded with DNA preservation technology. Each card is air dried and stored in a packet of desiccant to prevent mold growth. This way, samples can be stored at room temperature indefinitely without the DNA degrading.
Earlier methods required collecting dung in bags, which needed either refrigeration or the addition of preservatives, or the riskier alternative of tranquilizing the animals before approaching them to draw blood samples. The ability to collect and sequence the DNA made things much easier and safer.
“Our research provides a way to assess elephant health without having to physically interact with elephants,” de Flamingh emphasizes. “We also keep track of the GPS coordinates of each sample so that we can create a map of the sampling locations,” she adds. That helps researchers correlate elephants’ health with geographic areas and their conditions.
Although de Flamingh works with elephants in the wild, the contributions of zoos in the United States and collaborations in South Africa (notably the late Professor Rudi van Aarde and the Conservation Ecology Research Unit at the University of Pretoria) were key in studying this method to ensure it worked, she points out.
Protecting chimpanzees
Genetic work with chimpanzees began about a decade ago. Hvilsom and her group at the Copenhagen Zoo analyzed DNA from nearly 1,000 fecal samples collected between 2003 and 2018 by a team of international researchers. The goal was to assess the status of the West African subspecies, which is critically endangered after rapid population declines. Of the four subspecies of chimpanzees, the West African subspecies is considered the most at-risk.
In total, the WWF estimates the numbers of chimpanzees inhabiting Africa’s forests and savannah woodlands at between 173,000 and 300,000. Poaching, disease and human-caused changes to their lands are their major risks.
By analyzing genetics obtained from fecal samples, Hvilsom estimated the chimpanzees’ population, ascertained their family relationships and mapped their migration routes.
“One of the threats is mining near the Nimba Mountains in Guinea,” a stronghold for the West African subspecies, Hvilsom says. The Nimba Mountains are a UNESCO World Heritage Site, but they are rich in iron ore, which is used to make the steel that is vital to the Asian construction boom. As she and colleagues wrote in a recent paper, “Many extractive industries are currently developing projects in chimpanzee habitat.”
Analyzing DNA allows researchers to identify individual chimpanzees more accurately than simply observing them, she says. Normally, field researchers would install cameras and manually inspect each picture to determine how many chimpanzees were in an area. But, Hvilsom says, “That’s very tricky. Chimpanzees move a lot and are fast, so it’s difficult to get clear pictures. Often, they find and destroy the cameras. Also, they live in large areas, so you need a lot of cameras.”
By analyzing genetics obtained from fecal samples, Hvilsom estimated the chimpanzees’ population, ascertained their family relationships and mapped their migration routes based upon DNA comparisons with other chimpanzee groups. The mining companies and builders are using this information to locate future roads where they won’t disrupt migration – a more effective solution than trying to build artificial corridors for wildlife.
“The current route cuts off communities of chimpanzees,” Hvilsom elaborates. That effectively prevents young adult chimps from joining other groups when the time comes, eventually reducing the currently-high levels of genetic diversity.
“The mining company helped pay for the genetics work,” Hvilsom says, “as part of its obligation to assess and monitor biodiversity and the effect of the mining in the area.”
Of 50 toucan subspecies, 11 are threatened or near-threatened with extinction because of deforestation and poaching.
Identifying toucan families
Feces aren't the only substance researchers draw DNA samples from. Jeffrey Coleman, a Ph.D. candidate at the University of Texas at Austin relies on blood tests for studying the genetic diversity of toucans---birds species native to Central America and nearby regions. They live in the jungles, where they hop among branches, snip fruit from trees, toss it in the air and catch it with their large beaks. “Toucans are beautiful, charismatic birds that are really important to the ecosystem,” says Coleman.
Of their 50 subspecies, 11 are threatened or near-threatened with extinction because of deforestation and poaching. “When people see these aesthetically pleasing birds, they’re motivated to care about conservation practices,” he points out.
Coleman works with the Dallas World Aquarium and its partner zoos to analyze DNA from blood draws, using it to identify which toucans are related and how closely. His goal is to use science to improve the genetic diversity among toucan offspring.
Specifically, he’s looking at sections of the genome of captive birds in which the nucleotides repeat multiple times, such as AGATAGATAGAT. Called microsatellites, these consecutively-repeating sections can be passed from parents to children, helping scientists identify parent-child and sibling-sibling relationships. “That allows you to make strategic decisions about how to pair (captive) individuals for mating...to avoid inbreeding,” Coleman says.
Jeffrey Coleman is studying the microsatellites inside the toucan genomes.
Courtesy Jeffrey Coleman
The alternative is to use a type of analysis that looks for a single DNA building block – a nucleotide – that differs in a given sequence. Called single nucleotide polymorphisms (SNPs, pronounced “snips”), they are very common and very accurate. Coleman says they are better than microsatellites for some uses. But scientists have already developed a large body of microsatellite data from multiple species, so microsatellites can shed more insights on relations.
Regardless of whether conservation programs use SNPs or microsatellites to guide captive breeding efforts, the goal is to help them build genetically diverse populations that eventually may supplement endangered populations in the wild. “The hope is that the ecosystem will be stable enough and that the populations (once reintroduced into the wild) will be able to survive and thrive,” says Coleman. History knows some good examples of captive breeding success.
The California condor, which had a total population of 27 in 1987, when the last wild birds were captured, is one of them. A captive breeding program boosted their numbers to 561 by the end of 2022. Of those, 347 of those are in the wild, according to the National Park Service.
Conservationists hope that their work on animals’ genetic diversity will help preserve and restore endangered species in captivity and the wild. DNA analysis is crucial to both types of efforts. The ability to apply genome sequencing to wildlife conservation brings a new level of accuracy that helps protect species and gives fresh insights that observation alone can’t provide.
“A lot of species are threatened,” Coleman says. “I hope this research will be a resource people can use to get more information on longer-term genealogies and different populations.”