I winced at that bit as well. But this article is clearly aimed at publishers, so it doesnβt surprise me.
01.02.2026 03:54 β π 1 π 0 π¬ 0 π 0I winced at that bit as well. But this article is clearly aimed at publishers, so it doesnβt surprise me.
01.02.2026 03:54 β π 1 π 0 π¬ 0 π 0This article was shared with me after I read the other one - I agree that itβs better π, but the two make a lot of the same points.
01.02.2026 03:51 β π 2 π 0 π¬ 1 π 0
This is hands down the best article I've read on this topic: the imperative to transcend the superficiality of the pdf for research outputs.
"This is the bridge from search to understanding: from βfind me a paper about Xβ to βhelp me reason whether X applies in context Y.β
GLP-1 agonists (eg Ozempic) are showing promise to reduce alcohol drinking and perhaps opioid use. This is, of course, a potential therapeutic success which arises from the random walking of science, not an βefficientβ directed research program.
13.01.2026 15:07 β π 110 π 23 π¬ 4 π 1Preprints of pandemic potential - new historical piece from me on the history of bioRxiv/medRxiv, their role in the pandemic, and the way forward. 1/n journals.asm.org/doi/10.1128/...
12.01.2026 14:33 β π 75 π 39 π¬ 3 π 5
Did slashing multiple vaccines from the childhood vaccine schedule bring the US in line with other countries? In a word, no.
The US now recommends all kids be protected against fewer diseases than South Korea, Israel, Saudi Arabia, Taiwan & many more. www.statnews.com/2026/01/09/c...
"[Our current ecosystem] treats shared infrastructure like a free beer rather than a free puppy."
An important read on the dangers of open purism, though I'm not sure I agree with the ultimate conclusion. Maybe creative solutions will emerge.
rosalynmetz.substack.com/p/openness-h...
Bumper sticker that reads "How am I driving? How does an engine even work? How can a loving god cause such agony"
I rarely appreciate a bumper sticker...
07.01.2026 15:16 β π 1 π 0 π¬ 0 π 0haha, yes - the latter category are the ones that should probably be retracted. Everything in between is debatable.
06.01.2026 17:45 β π 1 π 0 π¬ 0 π 0(of course LLMs do not need such binaries/discrete outputs, but that's where you start getting into the problems with language interpretability, hallucination, sychophancy etc...all of which may be solved by Spring)
06.01.2026 17:36 β π 0 π 0 π¬ 0 π 0What we ultimately need is something more like a discourse graph with nodes for claims that are either successfully built on or are "dead ends". Done properly, this would both allow for nuance (multiple claims/article) but still provide binaries to satisfy machine readability.
06.01.2026 17:36 β π 2 π 1 π¬ 1 π 0As others in the thread have said, almost everything is "wrong" on some level in the fullness of time. That suggests to me that retraction is not the best implement for correcting the record, not least because it doesn't allow for nuance.
06.01.2026 17:36 β π 1 π 0 π¬ 2 π 0Well, the retraction guy (Ivan Oransky) says at minimum, it should be an order of magnitude higher. That is just based on the minimum proportion likely to be fake or fraudulent. I buy that. The question of what else *should* be retracted is a harder one with a slippery slope problem.
06.01.2026 17:36 β π 1 π 0 π¬ 1 π 0petition to make the entire winter as liminal as the space between Christmas and New Years.
31.12.2025 01:42 β π 437 π 46 π¬ 5 π 2Damn, Wendyβs
28.12.2025 20:05 β π 1 π 0 π¬ 0 π 0
Zoe Weissman - survivor of 2018 Marjory Stoneman Douglas High School shooting in Parkland, FL
Mia Tretta - survivor of 2019 Saugus High School shooting in Santa Clarita, CA
Both are now students at Brown University in Providence, RI.
My reflexive reaction to this is also "ick". But for the sake of argument, if the LLM's alignment with human decisions could get to 95% - including alignment on stated rationale - would people still insist that this should not be used as a screening tool, even as a first pass?
04.12.2025 23:58 β π 0 π 0 π¬ 1 π 0"...if they are not transparent about what criteria they are feeding into the AI, there will be a backlash from researchers." Like there is full transparency on the criteria being used by the fickle, moody humans currently calling the shots?
04.12.2025 23:58 β π 2 π 0 π¬ 1 π 0I remember when, in 2021, a Fox correspondent compared Fauci to Mengeleβ¦same revolting energy.
01.12.2025 23:26 β π 7 π 0 π¬ 1 π 0"Unless research evaluation systems are reformed, even the highest-quality new non-profit journals will face difficulties competing with top-ranking journals in terms of citation metrics and academic prestige."
01.12.2025 03:39 β π 3 π 0 π¬ 0 π 0
"Reforms should be implemented in a coordinated and collective manner; otherwise, [those] who depart from journal-based metrics may risk a decline in international rankings, thereby reducing their competitiveness [...]."
Ay, there's the rub
utppublishing.com/doi/10.3138/...
Two posts from Bluesky. The first one shows a figure from a paper published in Nature Scientific Reports full of totally incoherent AI fabricated gibberish words. The other a comment on a recently published paper by eLife discussing the paper and its peer reviews which were published along with the paper.
Nature Sci Rep publishes incoherent AI slop. eLife publishes a paper which the reviewers didn't agree with, making all the comments and responses public with thoughtful commentary. One of these journals got delisted by Web of Science for quality concerns from not doing peer review. Guess which one?
27.11.2025 13:35 β π 156 π 69 π¬ 4 π 8Image screening is going to fail. We need audit trails for data provenance.
22.11.2025 16:21 β π 123 π 51 π¬ 8 π 4
"The actors with real power are funders (government, foundations) and institutions, who can set the policies that determine what can be published where, and who shape the incentive structures used in promotion and hiring."
blogs.lse.ac.uk/impactofsoci...
I realize it's supremely depressing that we have to turn a system long based on trust into Fort Knox. But the alternative will be dystopian. Nothing gold can stay.
19.11.2025 20:06 β π 0 π 0 π¬ 0 π 0And - finally - yes I know this will be expensive to set up and run, but there is no way that the unfettered leakage of rubbish into our scholarly literature is not going to cost us more in the long run. Remember, this is the fountain of knowledge from which the LLMs now drink.
19.11.2025 20:06 β π 2 π 0 π¬ 1 π 0I'm also not suggesting any identity verification system we construct will be fool proof - people will find a way to game/hack anything. And there is no better testimony to our shitty built in incentive system... Goodhart's Law playing out ad absurdum.
19.11.2025 20:06 β π 1 π 0 π¬ 1 π 0I am 100% sure I have suggested nothing revolutionary or novel here - and certainly nothing that @orcid.org hasn't already considered/thought through. (And I hope the experts will chime in!). I'm not suggesting this is simple. I realize it's going to take a huge amount of work to implement.
19.11.2025 20:06 β π 0 π 0 π¬ 1 π 0You could even imagine tiers of verification if people can provide multiple forms. This info could be passed from journal/preprint server submission systems through ORCID's API. That can present a hard barrier to entry or simply carry through to the author list as different colored ORCID badges.
19.11.2025 20:06 β π 0 π 0 π¬ 1 π 0There could be suitable proxy verification through some robust credentialing org: Publons, WoS or - dare I suggest - actual ID documentation through upload of a government issued ID processed through trusted third party, as is surely already done by some funding agencies.
19.11.2025 20:06 β π 0 π 0 π¬ 1 π 0