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Transparent peer review to be extended to all of Nature's research papers

probably_wrong

I want to stick my neck out to say that this has the potential of being very bad for science.

Imagine saying "no" to a researcher with a big social media profile. Imagine 4chan coming at you with style-detection and deanonymization tools simply because their favorite racist or antivaxer got their nonsense rejected and sent their followers after you. And this is not just me feeling this way - quoting myself from a previous comment, and according to the ACL's 2019 survey [1], "female respondents were less likely to support public review than male respondents" and "support for public review inversely correlated with reviewing experience".

A measure that women ~~and inexperienced researchers~~[2] do not support is a measure that favors only those who are already part of the club.

[1] Original here (currently offline): http://acl2019pcblog.fileli.unipi.it/wp-content/uploads/2019..., summary here: https://www.aclweb.org/adminwiki/images/f/f5/ACL_Reviewing_S...

[2] This part has been correctly pointed out as being wrong.

JumpCrisscross

> Imagine saying "no" to a researcher with a big social media profile

"The identity of the reviewers will remain anonymous, unless they choose otherwise — as happens now."

(Also "support for public review [being] inversely correlated with reviewing experience" means inexperienced reviewers are more likely to support it. Not less.)

probably_wrong

You are correct about the second point - I'll strike it through once I find out how.

As for the anonymous part, that's why I wrote "with style-detection and deanonymization tools". If the Internet could find Shia Labeouf's flag in a day [1], could they find a reviewer based on their writing?

[1] https://www.dailydot.com/unclick/4chan-shia-labeouf-secret-l...

ninjin

The difference is that as a scientific reviewer you are not hiding a physical location and what you need is plausible deniability, which would still exist. In addition to this, actively attempting to deanonymise your reviewers is on the level of scientific misconduct that your employer and professional organisation should consider taking disciplinary action against you. I am not arguing that this makes it entirely safe to publish anonymised reviews and that we will not affect reviewer behaviour (maybe for the better in some cases, as "one-sentence reviews" will be something in the public record), but it is in stark contrast to the example that you bring up.

herewulf

Translate into $RANDOM_LANG and then back to English. The perfect prose obfuscator.

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y1zhou

Has there been recent developments in the style detection and deanonymization tools you mentioned? I would assume many would not work well given the high usage of LLMs nowadays.

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b59831

What is the alternative?

Or are you just for creating classes of people that just can't be critiqued in any circumstance?

This kind of sounds like, 'Wont anyone think of the grifters?!'

probably_wrong

I know every area is different but the "grifters" in the area of Computational Linguistics (the ACL) are "any volunteer[1] whose paper has been accepted at least once", meaning anyone from PhD students to professors and industry researchers.

Not all academia is Elsevier.

[1] This policy has been altered recently, though, and now submitting a paper comes with reviewing duties.

ninjin

We are struggling badly with review quality in natural language processing though. Most likely due to the unprecedented expansion of the field over the last ten or so years. Reviewers are suffering with review loads far exceeding what one reasonably can manage mentally (used to be two to three papers per reviewer and now five would be considered rather generous). Authors and area chairs suffer from worse quality reviews due to reviewer inexperience and overload, not to mention how good reviewer/author correspondence with author and area chair comments frequently being ignored by the reviewers. To me, the last holdout of good peer review in the field is Transactions of the Association for Computational Linguistics (TACL), but there the acceptance bar is sky high compared to ACL Rolling Review (ARR) for better or worse.

The ACL leadership and senior members of the field are very much aware of this and are trying their best (ARR being an attempt to improve the situation, but I am unsure how much better it really is compared to the old system of conference reviewing now that we are a few years in). But there appear to be no easy fixes for a complicated, distributed system such as peer review. Every discussion I have with said leadership and other senior members always ends with us agreeing on the problems and likewise agreeing that despite considerable mental effort we are failing to come up with solutions.

Returning to the main topic. Nature is worthy of praise for making their peer review transparent and I say this as a massive Nature critic. It is a move I loved seeing from NeurIPS (then NIPS) and ICLR over a decade ago, as it helps younger researchers see what good (and bad) communication looks like and that even papers they know now are greatly appreciated received a fair amount of criticism (sometimes unwarranted). I have argued for ACL to introduce the same thing for nearly a decade at this point, but we still do not and I have never heard a solid argument as to why not (best argument was the technological effort, but OpenReview, with all its flaws, makes this even easier than with Softconf; not that it would have been that hard with Softconf either).

aDyslecticCrow

This is amazing. The trust of peer review as a stamp of quality among academics is dwindling, and distrust of science among the population is growing (within the increasing politicisation of some areas of research). Transparent peer review raises the bar for both academics and enhances the potential trust in the process.

This is desperately needed as AI could further deteriorate the quality of science if the publishing process is not made more strict. This represents a significant step forward in rigorous science. I hope other publications follow suit.

jfengel

Of the people who distrust science, how many of them have ever read a scientific paper?

I suspect the number is low. If that's the case, they're unlikely to be more convinced by the presence of published peer review, either.

oerpli

I would go further: Anyone who has published a "scientific paper" in the last decade or so either "distrusts science" or is more likely than not a mid-wit at best.

Your posting doesn't give me the impression that you're very familiar with "science".

kergonath

> Anyone who has published a "scientific paper" in the last decade or so either "distrusts science" or is more likely than not a mid-wit at best.

That is very unhelpful, to say the least. The amount of noise has increased, but it does not mean that the scientists who know their subject disappeared. They are still around and not any less bright than their predecessors were 30 years ago.

iorrus

Absolutely, the quickest way to lose faith in "The Science" is actually to do Science in a formal research institute....

aDyslecticCrow

I think there are a few groups and reasons of distrust. Some more or less valid.

Those that distrust authority as a whole and lean into conspiracies cannot be saved with this kind of thing.

But i think news and science are having similar perception issues recently.

Distrust for news growing among the average population (for some good reasons). People are loosing faith in the objectivity of established media organisations. Most people are exposed to science through these traditional news.

So adding back some sense of confidence and authority to scientific institutions is very valuable to non-academics. Even if they themselves would not read the papers or revews.

Dig1t

The fact remains that distrust of science continues to grow. Up to now the establishment’s response has been one of condescension. Your comment echoes that attitude.

Ignoring the problem is not going to fix it, and in fact continuing to regard these people as beneath you is only going to accelerate the downfall of this system.

vkou

> The fact remains that distrust of science continues to grow.

Of course it does, billion-dollar interests who have a vested interest in attacking it have a well-funded propaganda arm, and as we've been discovering over the past century - angry, loud, and frequently repeated bullshit with a profit motive floods any signal out of the room.

What's really sad is people who have legitimate concerns or desires for improvement hitching their horse-cart to the former.

No amount of peer review or replication is going to convince someone whose fortune is built on peddling snake oil.

> Ignoring the problem is not going to fix it,

Here's a solution. Hold the people making these attacks to the same level of rigor as what they are attacking. Stop giving proven liars a loudspeaker. The day the press will do that is the day some meaningful progress to fix that damage may be made.

Until you do that, we're going to continue getting shit outcomes.

NoMoreNicksLeft

>Of the people who distrust science,

Why should anyone trust science? Skepticism should always be the default position. Putting it on a pedestal to be worshipped is what led us all into this mess. If science needs trust to work, then whatever it is doing is something I'd like to see fail.

JumpCrisscross

> Why should anyone trust science?

When people talk about those who distrust science, they aren't referring to the carefully sceptical. They're talking about people who come to a conclusion and then reject any evidence against it.

kergonath

> Why should anyone trust science? Skepticism should always be the default position.

Skepticism is not anti-scientific. Hell, distrusting results and theories is not anti-scientific. Distrusting the scientific method is. There is a difference.

> Putting it on a pedestal to be worshipped is what led us all into this mess.

Scientists did not ask for this. Amongst all high profile politicians, those who whine about science becoming political are those who made it so, by taking contrarian positions to rile up their voter base. Most people who make this point are not being honest. If you are, you should make specific arguments rather than rehash propaganda.

kergonath

> The trust of peer review as a stamp of quality among academics is dwindling

The thing is, peer review is not a stamp of quality, and never was. It is just the basic level of due diligence. The referees cannot reproduce the results most of the time for a lot of very good reasons. They are here as a sanity check, to ensure that the work avoided common pitfalls and actually makes sense.

What most people do not understand is that articles are not good because they are peer-reviewed; it’s the lack of peer review that is a red flag. Amongst reviewed articles, a lot of them will turn out to be wrong or flawed in ways that are impossible for the reviewers to find out.

thfuran

>and enhances the potential trust in the process.

I highly doubt it's a meaningful factor in public trust.

Ar-Curunir

The general public does not distrust science because peer reviews are not public.

kergonath

Right. The general public cannot understand the points that are being made during peer review.

jostmey

This only addresses a small part of the problem with peer-review. The real problem is that peer reviewers can’t possibly replicate the study, and so are forced to look for inconsistencies in the papers. If the paper doesn’t fit what is expected, it will often be rejected. This can also lead to self-reinforcing views that ignore contrarian data. Also, the data can be made up, and if it makes sense to the reviewers, it is generally not questioned

kergonath

> The real problem is that peer reviewers can’t possibly replicate the study, and so are forced to look for inconsistencies in the papers.

This is a misunderstanding of the role of peer review. The point is not to prove that a paper is correct, the point is to ensure a minimum level of quality. You are entirely right that most reviewers cannot hope to reproduce the results presented, and very often for very good reasons. If I write 3 proposals over the course of a year to get some beam line on a neutron source, it is completely unrealistic to expect a referee to have the same level of commitment.

I think this hints at a more profound problem, which is that a lot of studies are not replicated. This is where the robustness of a scientific result comes from: anybody can make the same observation and reach the same conclusions under the same conditions. This is the real test, not whether you convinced 3 or 5 referees.

The real value of an article is not in whether it was peer reviewed (though the absence of peer review is a red flag). Instead, it is in whether different people confirmed its main results over the years that follow publication.

yummypaint

Have you personally reviewed a non-zero number of papers? What is this statement based on? For a thread ostensibly about science, the comments are disappointingly lacking in evidence and heavy on vibes.

Maybe people could learn about what peer review is before posting their strong feelings about it? The purpose certainly isn't to replicate people's experiments, that happens after publication and not by referees. One of a reviewer's duties is to look at whether the study could be replicated given the included information. That is a very different thing.

Also, just because something has made it past peer review also doesn't mean it isn't controversial in the field.

jostmey

I’ve only peer reviewed a few papers. I’ve submitted my share of papers for review

This is my academic profile https://scholar.google.com/citations?user=bxn78bkAAAAJ&hl=en

aDyslecticCrow

Bad quality work is a much bigger problem than dishonest work. Systematically well-done research with fake results or data is much rarer than just... lazy bad science.

There is a massive incentive to publish. Inflate the value, inflate the results, and stretch out projects to multiple smaller papers, fake results to make it seem important. This is lazy and fast, and can be caught by a stricter review and scrutiny.

Papers that are properly done all the way through, but with faked data meant to push an agenda, can be disproven by counter research.

fc417fc802

> Systematically well-done research with fake results or data is much rarer than just... lazy bad science.

Genuine mistakes, logical errors, and other oversights are even more common than that. For all the issues it has, peer review is quite good at catching the things that it's intended to catch.

jxjnskkzxxhx

Reading your comment makes me think that you believe that the point of peer-review is to ensure that a paper is correct, or at least that specific aspects of it are correct. Is that the case? What do you think the point of peer-review is?

yupitsme123

I'm not the person you replied to, but I think that in the lay world, people do indeed think that peer review is as you've described. If it's not, then maybe it should be?

Research gets cited constantly in public debates and is used for policy decisions, so the public should be able to quickly separate the good from the bad, the "maybe this is true" from the "this is empirically proven."

The public has lost a lot of trust in Science because research papers have been used to push political agendas, which can then never be questioned because doing so means arguing with a supposed peer-reviewed scientific consensus.

thomasfedb

Nothing is ever “proven”. There is simply more or less support for a theory or proposition.

Replication and meta-analysis are an important part of this.

Most scientists are in fact very conservative with how they claim their results - less so university PR departments and “study shows” clickbaiters.

kergonath

> I'm not the person you replied to, but I think that in the lay world, people do indeed think that peer review is as you've described. If it's not, then maybe it should be?

It is not, and it cannot be. It is unrealistic to expect a referee working in their free time to confirm studies that often cost millions of dollars. This is a fundamental misunderstanding of what peer review is and why it is useful in popular or heavy vulgarised science.

Politicians, journalists, and university press offices are guilty of this, and they are those abusing peer review to give some studies more weight than they deserve.

JumpCrisscross

> public has lost a lot of trust in Science because research papers have been used to push political agendas, which can then never be questioned because doing so means arguing with a supposed peer-reviewed scientific consensus

The public has lost trust in science because 10 to 30% of it is scientifically illiterate [1]. (Tens of millions of American adults are literally illiterate [2].)

That's what lets activists and politicians cherrypick bad science that supports their position or cast a scientific consensus as unquestionable.

[1] https://carsey.unh.edu/publication/conspiracy-vs-science-sur...

[2] https://nces.ed.gov/pubs2019/2019179/index.asp

eig

A good step forward. Reading the referee reports and rebuttals from papers that previously opted in to transparent reviewing was incredibly useful to my own paper publishing process. In many ways Nature is ahead of Science on this.

I hope that making things transparent will help reduce the situation where big labs have an easier time getting their work into high impact journals through relationships with the editor.

trelane

> You have full access to this article via your institution.

I would suggest to Nature that this phrase hints at much larger a problem than showing authors arguing with Reviewer 2.

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lenerdenator

I only got as far as undergraduate research assistant in the academia racket, so maybe I'm not "with it" in the way serious researchers are, but is this to suggest that this wasn't being done, by default, on everything already?

fc417fc802

Any reputable journal had a reasonably robust peer review process (exact details vary of course) but historically it was strictly confidential. Only over the past perhaps 2 decades has a process where reviews are made public begun to gain mainstream support.

dr_dshiv

We need more scientific societies. Modern peer review is super modern. Go back to the origins of science and it was all about a real community—setting high standards and having just a few people decide what to publish. It wasn’t trying to be “objective” — it was just high standards, determined invisibly by the members of the society. “Should we publish this?” asked the society.

Alas, scale ruins everything. Nevertheless, I strongly believe “science is friendship”

aDyslecticCrow

That model had some major issues. Too many opposing theories to the "established norm" were dismissed, among things we now know were wrong all along.

Although it could raise the standard of the process itself (methodology, writing) to very high levels, it restricted innovative ideas or unpopular outcomes.

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HPsquared

The trouble is, scientific research is now a livelihood and career for must published researchers. It's not an aristocratic hobby anymore. The incentives are all different.

striking

Sounds like a recipe for serious inequity to me.

JumpCrisscross

> Sounds like a recipe for serious inequity to me

If it works better, it works better. The problem with the society method is it didn't work better than a decentralised scientific system.

aspenmayer

One of the weaknesses to such a system is human nature. We want to believe, which leads to farces like Piltdown man, which was a farce by a man called Charles Dawson (not Darwin, not the natural selection guy, though I did a double take at first), against the Geological Society and society at large. The farce wasn’t definitively disproven until 41 years later, which is quite the downside risk of the gentlemen’s club research group gatekeeping scholarly research, but the more things change, the more they stay the same. This is a good thing which seems like it’s in response to grumblings about irreproducibility and bias, but those issues will likely always be with us and must be considered anew each time an experiment is designed, and each time a print run is cut.

I’m having trouble finding a downside besides vote buying or voting rings, now that which way one has voted is now attributable. Can you think of any risks under the new system?