Beth Clarke

@bethclarke.bsky.social

Currently a postdoc at @unibe.ch helping to validate RegCheck (regcheck.app) and doing other metaresearch things 🔍 Incoming Jun-Prof. in Psychological Metascience @zpid.bsky.social https://beth-clarke.com/

I sincerely hope this paper will be seen as a turning point in how the medical sciences think and approach the issue of trustworthiness assessment (and I hope the social sciences follow suit!). Congrats to @jdwilko.bsky.social and colleagues (incl. @ianhussey.mmmdata.io and @lhdjung.bsky.social)!

The Cochrane Collaboration@cochrane.org · 7d ago

INSPECT-SR – a tool for assessing the trustworthiness of randomized controlled trials – has been published today in @bmj.com, giving researchers a structured way to identify problematic studies before they're included in systematic reviews. 🔗 www.cochrane.org/about-us/new... #ResearchIntegrity

“Systematic reviews are only as credible as the studies they include.” — phrased as a Cochrane senior research integrity editor; a magnifying glass rests on stacked papers in the background to emphasize careful scrutiny of research.

New paper! Despite qualitative researchers claiming that generalizability is not a goal, their published work does indeed contain generalizable claims. We document this and provide recommendations for how all researchers can better calibrate their generalizability claims. doi.org/10.1177/2515...

article header for, "Qualitative Researchers Can and Do Generalize: Generalizability Claims in Qualitative Psychological Research". Metascience!

Come work on a PhD in Metascience with me! There’s just a little over one week left to apply!

Beth Clarke@bethclarke.bsky.social · last mo.

I’m hiring a PhD student to work with me on metascience in psychology at @zpid.bsky.social! The position is very open - could cover a wide range of topics/themes 🤸🏻‍♀️✨ If you have questions, please reach out! Applications are open until October 1st. leibniz-psychology.onlyfy.jobs/en/job/fyjwt...

New preprint! 🎉 I analysed 1660 papers from 4 psychology journals and found materials sharing went from 9% of papers in 2015 to 82% in 2025, and these materials *do* get downloaded — a median of 135 times each. BUT shared code is often hard to run. doi.org/10.31234/osf... Let's walk through it 🧵

Two-panel figure. Panel a is a flow diagram tracking 1,611 empirical psychology articles from publication year (545 in 2015, 552 in 2020, 514 in 2025) to repository-link type: 785 link an OSF project, 85 link another platform, and 741 link no repository. Of those with an OSF link, download counts were retrieved for 670 and not retrieved for 115. Panel b is a line chart of the share of empirical papers linking OSF across 2015, 2020 and 2025. The overall rate, shown as a dashed black line, rises from 9% to 57% to 82%. All four journals rise steeply and end close together: Psychological Science 92%, JESP 89%, JML 83%, Cognition 76%, with Psychological Science highest throughout.Three-panel figure. Panel a: ridgeline plot of downloads per file by material type on a log scale, with the percentage never downloaded labelled for each — archive 16% of 545 files, documents 20% of 2,970, code 12% of 3,471, other 17% of 1,646, data 21% of 10,051, media 35% of 2,120, images 35% of 4,102. Most files cluster between 1 and 10 downloads, with long right tails past 100. Panel b: ridgeline plot of downloads per paper by journal, log scale, with dashed median lines; Psychological Science is highest, then JESP, JML and Cognition. Panel c: stacked bars showing, for documents, data and code separately, the share of papers by download band (0, 1–10, 11–100, more than 100) in 2015, 2020 and 2025. The share exceeding 100 downloads falls sharply over time in all three types, from roughly two-thirds in 2015 to a quarter or less in 2025, as the 1–10 band grows.Four-panel figure. Panel a: statistical languages detected among 333 papers with retrievable code — R 88%, SPSS 12%, Stata 4%, SAS 1%. Panel b: code red flags among those 333 papers — 34% hard-code an absolute path, 40% reference a missing file — above documentation among 672 OSF-linked papers — 21% have a README, 30% are documented by README, description or wiki. Panel c: among 562 Elsevier papers with no repository link, 44% (245) host at least one journal supplementary file but only 14% (77) host data, code or an archive. Panel d: composition of those 448 hosted files — documents 52%, data 21%, media 9%, other 7%, archive 6%, code 3%, images 1%. The code panels are green, the journal-supplement panels blue.Coefficient plot (download predictors)

Dot-and-whisker plot of three standardised predictors of OSF download volume, each with a 95% confidence interval. Repository size (number of files) has the largest effect at about 0.76, citations about 0.38, and altmetric attention about 0.12. All three intervals sit entirely above zero, so each predicts more downloads, with repository size roughly twice the effect of citations and six times that of attention. X-axis: standardised effect, −0.2 to 1.0.

🎉 COS has established an independent subsidiary organization in Brussels! While the Belgian organization is legally independent from COS in the US, it will not operate separately—it's part of one integrated, global COS organization with a shared mission, strategy, & brand

A New Chapter for COS in Europe

The Center for Open Science (COS) has officially established an independent subsidiary organization in Brussels, Belgium. This presence gives COS flexibility to engage with European institutions, organizations, funders, and communities.

cos.io

I most definitely didn’t expect this to get covered by 2P4B, yet here we are. Very nice episode, can recommend!

Michael Inzlicht@minzlicht.bsky.social · last mo.

New episode of @fourbeerspod.bsky.social We had @andymasley.bsky.social on to the show to discuss AI and the environment. We got into data centers, effective altruism and TESCREAL, and whether you should trust a researcher based on who funds them. This was a real fun one! www.fourbeers.com/133

🚨 New preprint: In this paper we make the case for measuring social media use at the level of naturally occurring sessions (i.e., beginning when the app/site is opened and ending when it is closed). Across 7 days and 161 participants this gave us nearly 4,000 paired sessions of use 🧵

Depicts the data collection process. 1) participant opens TikTok, 2) open survey is prompted, 3) participant uses TikTok as normal, 4) participant closes TikTok, 5) close survey is prompted

For the Replicability Project: Health Behavior we need some editors and reviewers of analysis plans for secondary data replications, especially for complex designs including multilevel, weighting, clustering, missing data. Earns coauthorship on the summary paper. Interested? replications@cos.io

Psych Science has retracted Ariely & Wertenbroch (2002). The second author requested the retraction. Both authors agreed to it. journals.sagepub.com/doi/full/10.... So grateful to @datacolada.bsky.social for these blog posts and the work behind them: datacolada.org/138 and datacolada.org/139 1/2

Sage Journals: Discover world-class research

Subscription and open access journals from Sage, the world's leading independent academic publisher.

journals.sagepub.com

Really enjoyed chatting with Randy! I highly recommend checking out his podcast if you haven’t already @metasciencematters.bsky.social

Randy Ellis@randalljellis.bsky.social · 4w ago

Here's my conversation with @bethclarke.bsky.social, incoming Junior Professor of Psychological Metascience at the Leibniz-Institut für Psychologie. www.youtube.com/watch?v=2Hak... We discussed direct replications, how study limitations are ignored, and p-curving social and personality psychology.

I made a mistake. And because of that mistake, I no longer have confidence that results that I reported in several research papers are an accurate reflection of replication rates. 1/

New Blog post: Which Data Repository Should you Use? In light of OSF closing down, I compare Zenodo, Dataverse, ResearchBox, PsychArchive, and local repositories on six important dimensions. If you want to know which to pick: It depends! daniellakens.blogspot.com/2026/08/whic...

Which Data Repository Should You Use?

The Center for Open Science has announced that from November 16, 2026, no new projects can be created on the Open Science Framework. After F...

daniellakens.blogspot.com

I’m hiring a PhD student to work with me on metascience in psychology at @zpid.bsky.social! The position is very open - could cover a wide range of topics/themes 🤸🏻‍♀️✨ If you have questions, please reach out! Applications are open until October 1st. leibniz-psychology.onlyfy.jobs/en/job/fyjwt...

PhD in Psychological Meta-Science (m/f/d)

Become part of the open science movement The Leibniz Institute for Psychology Information (ZPID) in Trier (Germany) is an internationally recognized research-based psychology service center located in...

leibniz-psychology.onlyfy.jobs

It’s amazing what Brian and OSF have done for science. I can imagine how hard the folks at COS must’ve worked to avoid this outcome. I’m extremely grateful to them for creating the reality we live in now. The fact that we’ll miss these services so acutely is a testament to how much they shaped us.

Brian Nosek@briannosek.bsky.social · 2mo ago

Over the next several months, we will phase out some popular OSF features. These changes do not affect current public content, which remains safe and accessible. We have prepared support material to help users adapt. I am very sorry for the disruption to your work. Please read this post for details.

Over the next several months, we will phase out some popular OSF features. These changes do not affect current public content, which remains safe and accessible. We have prepared support material to help users adapt. I am very sorry for the disruption to your work. Please read this post for details.

OSF Changes | Center for Open Science

We are preparing substantial changes to OSF that will reduce its functionality, focus OSF on its unique strengths, and move toward an integrated model with complementary services. As part of that shif...

cos.io

Very happy that my project about "gaming" automated peer review tools has been awarded an NWO XS grant 🤩 🤸‍♀️ We know that peer review is overburdened, so could we use automated tools to help out? ... maybe, but one of the things we still don't know much about is the risk of "gaming" these tools.