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Tuesday, December 26, 2023

Make Skepticism Great Again: The Replication Crisis in Science and What it Means for the Rest of Us

Make Skepticism Great Again: The Replication Crisis in Science and What it Means for the Rest of Us

"The sciences are currently grappling with a significant loss of credibility that has been called the “replication crisis.” This crisis stems from a widening recognition that many published academic findings – including foundational work in some disciplines – cannot be replicated and, accordingly, cannot be independently verified. Both of these conditions are key elements of the modern scientific method. As a result, many well-cited scientific works long considered to reveal important truths are now considered unreliable or hopelessly biased. Some are the product of outright fraud...

Since 2009, numerous academic publications by marine biologists Philip Munday of Australia’s James Cook University and Danielle Dixson of the University of Delaware have asserted that climate change will alter the behaviour of tropical fish in troubling ways. The pair’s many experiments claimed to show that increased acidity in the oceans resulting from rising COlevels will cause various Pacific Ocean species to gradually lose their ability to flee predators and find their way home. The afflicted species include the orange clownfish, popular for its role in the Disney movie Finding Nemo.

Munday and Dixson said their striking findings entailed “direct consequences for…the sustainability of marine populations” around the world. Because this built on a familiar doom-and-gloom climate change narrative, these results were hailed as scientific fact. The duo’s work appeared in a 2014 report of the UN’s Intergovernmental Panel on Climate Change, which labelled it with “high confidence.” The following year, Dixson gave a presentation to the White House. The looming disaster garnered further public attention due to the orange clownfish’s pop culture appeal, leading to media headlines such as “Losing Nemo” and “Acid oceans turn ‘Finding Nemo’ fish deaf.”

But was any of it true?

Intrigued by the calamitous results, in 2014 an international team with a large Canadian component assembled at the same Great Barrier Reef laboratory frequented by Munday and Dixson to try to understand the underlying biology behind these changes. “The behavioural effects in those original papers were some of the most phenomenally profound effects I’d ever seen in fish behaviour,” recalls team member Graham Raby, a biology professor at Trent University in Peterborough. “Our intention was to build on that existing research and figure out the physiological mechanisms at work.”

But despite repeated attempts at replicating Munday and Dixson’s work, the team produced only null results. “We couldn’t find any evidence of behavioural effects of ocean acidification,” Raby says in an interview. Another team member, Dominique Roche, a researcher based at Carleton University in Ottawa and Université de Neuchâtel in Switzerland, notes that in hindsight the entire thesis never even made much sense. That’s because at night coral reefs already emit levels of COsimilar to what Munday and Dixson were warning about far into the future. “And the fish sleep inside the reefs,” observes Roche. If rising levels of COwere going to change the behaviour of fish, it should already be evident.

After several years of meticulously documented research, in 2020 the seven-member team, including Raby and Roche, published a comprehensive refutation of the “Crazy Nemo” thesis in the prestigious science journal Nature. Some of the team went further and requested various international funding bodies investigate Munday and Dixson for academic misconduct since their work contained statistical anomalies generally associated with data fraud. “There are irregularities in the data that need to be investigated,” states Roche firmly.

The failed replication effort and calls for an investigation led to an explosion of controversy within the former clubby confines of marine biology. Munday and Dixson issued an angry refutation, declaring the replication study itself to be hopelessly flawed. An ally of the pair tweeted the accusation that “cruelty is the driving force of the work” of the replicators. Raby accepts this animosity as part of the process. “It’s pretty common for the person whose work has been refuted to attack the replication effort,” he shrugs.

Cruel or not, that a scientific finding enjoying broad public support and with significant public policy implications could not be repeated by independent researchers is a very serious matter, and a major blow to the entire field of marine biology. Everyone (save for the replication team) appeared so eager to accept a novel new story that bolstered popular beliefs about climate change that they failed to ask whether the results were even true. And when the findings proved unreliable, it was the truth-tellers who had to face a hostile crowd.

Despite the personal attacks and reputational damage suffered by marine biology, however, Raby firmly considers the refutation process to be “a good news story.” Why? Because something that was mistakenly considered to be fact and widely publicized as such was eventually disproven through scrupulous adherence to the basic principles of the scientific method. By trying and failing to repeat the Crazy Nemo experiments, the team eliminated a falsehood and, in doing so, improved their discipline’s knowledge base.

It is a clear demonstration of the vital process of conjecture and refutation. “As awareness of the replication crisis spreads across scientific fields, it is making them all more rigorous,” says Raby optimistically. “This is an illustration of how science corrects itself. And science is the only method we have to find the right answers.” Could such a commitment to skeptical inquiry fix the rest of society as well?  

The phenomenon of the replication crisis is generally considered to have been first identified in a 2005 essay by Stanford University epidemiologist John P.A. Ioaniddis provocatively titled “Why Most Published Research Findings are False.” Ioaniddis, well-known today as an outspoken critic of Covid-19 lockdowns and other pandemic policy mistakes, built his argument on the dubious incentive structure involved in the academic publishing process. Rather than revealing universal truths, Ioannidis figured much of what passes for academic research is simply an “accurate measure of the prevailing bias.”

Ioannidis’ theoretical claims had little impact until a major scandal involving fraudulent psychology research in the Netherlands in 2011 created headlines around the world. At this point University of Virginia psychologist Brian Nosek decided to test the proposition that most published research was unreliable or biased. His ambitious approach was to assemble a team of 270 researchers who attempted to replicate 100 prominent, published psychology experiments. If the original results were legitimate and true, these studies should be easily repeatable. Nosek’s ground-breaking investigation took four years to complete and revealed just 39 percent of the original studies could be fully validated – a stunning repudiation of what psychology had previously claimed to be fact.

Shocked by these results, Nosek and other academics quickly embarked on further tests of the reliability of published results in other social sciences. The results were similarly disappointing. Large swaths of original experiments could not be replicated, or the size of the claimed results proved far less than first reported. Since 2015 nearly every discipline in the natural and social sciences –  from biomedicine to political science to economics to obstetrics to ophthalmology – has suffered a reputational blow as a result of disproven or unrepeatable results. Marine biology is just the most recent example of how far the rot has spread.

Ivan Oransky is co-founder of Retraction Watch, the go-to source of information on the unfolding crisis; this is no exaggeration, as the website’s database includes over 31,000 retractions of published results dating back to 2010. In an interview, Oransky says he dislikes the term “replication crisis”, however. “It implies this is something new,” he explains. “In fact, these problems have always been with us, it’s just that people are now paying attention and we have the technology to expose it.” According to Oransky’s massive data bank, about two-thirds of retractions are the result of deliberate misconduct: data fraud, variable manipulation, plagiarism or some other form of academic bad behaviour.

A common theme among some of the highest-profile examples is that adherence to popular political objectives or storylines can often facilitate or provide cover for faulty research. The Crazy Nemo thesis’ relationship to global warming is an obvious example.

Another stems from well-publicized research by American criminologist Eric Stewart of Florida State University, who claimed perceptions among white residents of black people were linked to historical evidence of racial violence. Stewart (who is black) said his polling data showed white people living in southern U.S. counties where lynchings had occurred in the past were more likely to consider black people a present-day threat and demand a harsher criminal justice system, than those living elsewhere. Such a finding obviously fits neatly with current claims of systemic racism. Yet Stewart’s co-authors (who are white) later discovered the findings were based on phony poll results Stewart had supplied; the papers were soon retracted. Stewart responded to this scandal with the nasty, if predictable, accusation that his co-authors “essentially lynched me and my academic character.”

In another example, this time from political science, published research by graduate student Michael LaCour at UCLA claimed it was possible to permanently alter the opinions of straight people about gay marriage by having gay canvassers talk to them at their front door. This was widely reported and enthusiastically hailed. It was subsequently revealed that LaCour had simply made up the data to satisfy his own interests. With few academic journals requiring that authors provide access to their raw empirical data, such deceptions can be despairingly easy to perpetrate.

Perhaps no discipline has been hit harder by the replication crisis than social psychology. It featured prominently in Nosek’s landmark 2015 study and now some of its most famous research is coming under similar scrutiny. Augustine Brannigan is professor emeritus of sociology at the University of Calgary and author of the 2021 book The Use and Misuse of the Experimental Method in Social Psychology: A Critical Examination of Classical Research. In it, Brannigan lays out numerous and convincing reasons to be deeply skeptical of some of the field’s best-known research, including iconic studies such as Yale University professor Stanley Milgram’s famous obedience experiment, the Stanford Prison Experiment and the Pygmalion Effect...

There’s the Pygmalion Effect arising from a series of experiments in the 1960s at Spruce Elementary School in San Francisco that purported to show how teachers graded students based on their own expectations and prejudices, rather than demonstrated ability. This was accomplished by tricking teachers into believing some of their students had been identified as having exceptional abilities. These findings, which carried strong racial implications, were central to the school busing debate in the U.S. in the 1970s and continue to wield significant influence over school policy today, especially since they appear to prove the pervasiveness of racism throughout the school system...

“Much of what passes for science in social psychology is just morality in an experimental idiom.” Asked what such a revelation might mean for the future of the discipline, he retorts, “If the entire field were to disappear overnight, I don’t think the world would be any worse for it.”...

“No science is immune to these challenges,” says psychologist Nosek, who now heads up the Center for Open Science. Beyond requiring greater transparency in data and research methodologies, he says the best defence against phony or unreliable results is to ensure that skepticism is placed at the centre of all scientific inquiry. “If we don’t have a system that is self-skeptical and questions existing findings, then we will create a world that is built, more and more, on false confidence,” he says in an interview. Everything must be tested and tested again, regardless of how much that may threaten existing beliefs or comfortable political viewpoints. “Even the replications need to be replicated,” Nosek states. “It all needs to be treated with skepticism.”

Could such an attitude improve disciplines outside the sciences as well?

Patrice Dutil teaches public administration and political science at Toronto’s Ryerson University, although much of his academic research involves Canadian history. He worries the humanities are currently suffering from the same ideological myopia and bad research habits that characterize the replication crisis. Of course, history differs in many significant ways from sciences such as social psychology or marine biology, Dutil admits. There are no experiments to replicate or reams of data to test, and much of the published work consists of subjective interpretations of readily available evidence. “Beyond ensuring our footnotes are in order, there aren’t a lot of numbers to crunch,” Dutil notes wryly. Nonetheless, he argues, skepticism remains critical to good scholarship.

Dutil points to his own institution’s plan for a name change as a prime example of the need for history to experience its own replication crisis. A report from a school committee recently recommended that 19th century educator Egerton Ryerson’s name be removed from the school due to his alleged role in creating Canada’s Indian Residential School system, a demand readily accepted by school leadership ...

In another example of how Canadian history is plagued by unverifiable claims, Dutil points to the July 1 statement from the Canadian Historical Association claiming a “broad consensus” for the notion that this country is guilty of genocide in its policies towards Indigenous people. Borrowing from the language of the replication crisis, Dutil argues, “This is emphatically not a settled issue. Such a claim would have to rest on verifiable evidence, and that does not exist. To say such a thing is true is a gross abuse of authority.”

Yet the genocide story is quickly becoming an unquestioned – and almost unquestionable – belief across Canadian society. In British Columbia, for example, social media commentator Aaron Gunn saw his plans to run for the leadership of the B.C. Liberal Party stymied by a party committee that claimed his candidacy would be “inconsistent” with the party’s values. As evidence, the committee cited Twitter posts addressing Indigenous issues in which Gunn complained about the use of “a loaded word like ‘genocide’ that doesn’t remotely reflect the reality of what happened.”

Anyone who declares themselves skeptical of claims of a Canadian “genocide” is now at risk of cancellation. But once any topic is declared off-limits in this way, it becomes impossible to test its underlying assumptions and claims. Such a closed system inevitably gives shelter to falsehoods and misinformation. Despite the important lessons of the replication crisis, skeptical inquiry is actually becoming increasingly rarer outside the sciences...

And the pandemic is making things worse. In a recent essay for the online magazine Knowable, entitled “Question the ‘lab leak’ theory. But don’t call it a conspiracy,” Retraction Watch’s Oransky notes that honest skepticism has often been dismissed and discounted as partisan posturing by political opponents throughout the Covid-19 era. At a moment when we should be honouring the scientific method, we are instead experiencing an unscientific rush to judgement across many important issues.

As an example, Oransky points out that anyone prepared to consider whether the Covid-19 virus first spread from the Wuhan Institute of Virology in China was swiftly labelled as a “conspiracy theorist.” But such a kneejerk response is an impediment to discovering the truth. The same goes for debates over the side-effects of vaccines or the value of vaccine mandates. Conjecture and refutation cannot operate in an environment that ring-fences existing biases. “It is good to ask questions, and it is good to doubt,” Oransky writes...

The best solution in all cases is to simply let open inquiry do its work. And until it supplies a reliable answer, it is foolish and dangerous to limit debate or attack honest skepticism."

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