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Posts by Beth Clarke

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"Silicon samples" are becoming more and more common in research and polling.

One problem: depending on the analytic decisions made, you can basically get these samples to show any effect you want.

The updated version of this preprint is now online!

THREADđź§µ

arxiv.org/abs/2509.13397

2 days ago 85 42 5 4
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PhD Student in Meta-Science and Clinical Psychology - Universität Bern Universität Bern is looking for PhD Student in Meta-Science and Clinical Psychology

I’m hiring a PhD student!

The candidate will work alongside @zefreeman.bsky.social, who is joining our research group as postdoc.

jobs.unibe.ch/job-vacancie...

3 days ago 68 55 3 8
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Postdoc In Meta-science Personal type: Scientific staff

We are inviting applications for a two-year postdoctoral position in a collaborative meta-science project on the effectiveness of data and code sharing policies in research-performing organizations. www.tue.nl/en/working-a...

6 days ago 52 66 1 0
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Science needs downvotes A bug bounty module in grants would give criticism a leg up The Soviet Union was good at producing shoes. Factories made 800 million pairs a year, twice as many as Italy, three times as many as the...

New post on The 100% CI: Science needs downvotes.
www.the100.ci/2026/04/13/s...
In which I make the case that grant funders should add funding lines that include a module for bug bounties.

1 week ago 57 14 4 5
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đź§µ1/ Our first meta-science paper (with 350+ coauthors) is published today in Nature. It presents one of the largest-ever reproducibility projects in economics & political science.

Here’s what we found 👇

2 weeks ago 166 89 2 21
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SCORE | Center for Open Science SCORE shows that there is no shortcut to producing credible research findings, and there is no single indicator of trustworthiness. Research progress depends on transparency, rigor, and establishing r...

SCORE, a collaboration of 865 researchers, is now released as three papers in Nature, six preprints, and a lot of data (cos.io/score/). SCORE examined repeatability of findings from the social-behavioral sciences and tested whether human and automated methods could predict replicability.

2 weeks ago 190 106 1 32
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Call for Entries: 2026 Einstein Foundation Award for Promoting Quality in Research - The Official PLOS Blog The annual Einstein Foundation Award for Promoting Quality in Research is inviting applications and nominations for 2026. Learn more.

Be sure to submit nominations for the 2026 #EinsteinFoundationAward by April 30. The award program honors researchers, institutions, and #EarlyCareerResearchers from around the globe working to promote quality in #research and #openscience. Learn more at plos.io/4ro3GLD.
@einsteinberlin.bsky.social

3 weeks ago 5 6 0 0

What an issue! RegCheck is among some excellent company here 👏 www.sci-integrity.com/reach-januar...

1 month ago 10 3 0 0
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🏆 @simine.com, psychologist at @psychunimelb.bsky.social / @unimelb.bsky.social and Editor-in-Chief of Psychological Science (@psychscience.bsky.social) is a leading voice in the reform movement in psychology - and is now being honored with the €150K Individual Award.
Huge congratulations! 🎉

1 month ago 185 33 9 7
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I build a feed for european grant funding that's updated daily and (IMO) far more transparent then the official EU fundign website: michelnivard.github.io/eu-grants-fe... (inspired by the NIH equivalent @sashagusevposts.bsky.social build yesterday)

1 month ago 88 41 5 2
Graph showing the proportion of clinical psychology studies that adopted four transparent research practices (preregistration and sharing of measurement instruments, data, and analysis scripts) at three time points (2012, 2018, 2024). The graph suggests adoption of these practices has increased but remains uncommon.

Graph showing the proportion of clinical psychology studies that adopted four transparent research practices (preregistration and sharing of measurement instruments, data, and analysis scripts) at three time points (2012, 2018, 2024). The graph suggests adoption of these practices has increased but remains uncommon.

Graph showing the proportion of clinical psychology studies that adopted three transparent research practices (reporting guidelines and disclosure of conflicts of interest and funding) at three time points (2012, 2018, 2024). The graph suggests use of reporting guidelines has increased but remains uncommon. Conflict of interest disclosure statements have increased and are now quite common. Funding disclosure statements were relatively common across the three time points.

Graph showing the proportion of clinical psychology studies that adopted three transparent research practices (reporting guidelines and disclosure of conflicts of interest and funding) at three time points (2012, 2018, 2024). The graph suggests use of reporting guidelines has increased but remains uncommon. Conflict of interest disclosure statements have increased and are now quite common. Funding disclosure statements were relatively common across the three time points.

Has transparency improved in clinical psychology? New cross sectional study from us (Bianca Kotoulas, Justine Blackwell & me). Adoption of transparent research practices has increased between 2012, 2018, & 2024, but aside from coi and funding disclosures, they remain uncommon osf.io/preprints/ps...

1 month ago 57 21 0 1

Excited and nervous for this event tomorrow. Come in person in Berlin, or join online!

www.einsteinfoundation.de/en/insights/...

1 month ago 73 13 5 0
Paul Meehl Graduate School Dissertation Award | Paul Meehl Graduate School # About Since its establishment in 2024, the Paul Meehl Graduate School has aimed to foster a strong community for...

We are pleased to announce that the Paul Meehl Graduate School is launching the PMGS Dissertation Award, recognizing outstanding PhD dissertations that advance meta-research.

See the eligibility criteria and apply before June 1st, 2026 at:
paulmeehlschool.github.io/award/

1 month ago 13 7 0 0
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#SPSP2026 join us at 12:30 to answer all your questions about registered reports!

1 month ago 18 5 1 0
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Causal inference for psychologists who think that causal inference is not for them Correlation does not imply causation and psychologists' causal inference training often focuses on the conclusion that therefore experiments are needed—without much consideration for the causal infer...

You need to bring in the same toolkit as in studies that try to establish causality without randomization.

I know it sounds unfair, but I don’t make the rules. These situations are instances of post-treatment bias, if you want to read up on it as a psychologist:

1 month ago 68 12 3 4
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Assistant Professor Tenure Track for Social Psychology with a Focus on Environmental Psychology - Universität Bern Universität Bern is looking for Assistant Professor Tenure Track for Social Psychology with a Focus on Environmental Psychology

Our institute is hiring
1. an assistant professor (with TT) for Social Psychology (focus: environmental psychology)
ohws.prospective.ch/public/v1/jo...

2. an assistant lecturer (with TT) for Experimental Personality Psychology
ohws.prospective.ch/public/v1/jo...

1 month ago 25 31 0 1
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Oversight of Research Outputs by Public Organisations as a Threat to Research Integrity: A Personal Account from Australia - Journal of Academic Ethics Research governance processes in Australian public organisations raise significant concerns for research integrity, particularly regarding the pre-dissemination review and editing of research outputs....

Join ReproducibiliTea Melbourne journal club this Thursday 4pm AEDT, to discuss "Oversight of Research Outputs by Public Organisations as a Threat to Research Integrity” by C. Brandenburg & @aidybarnett.bsky.social

Zoom: uni-sydney.zoom.us/j/83909186903
#ResearchIntegrity @reproducibilitea.org

1 month ago 4 5 1 0
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Just an aside: 41 of the 100 meta analyses published in Psych Bull between 2023 and 2025 do not include *any* quality screening of identified studies. To the degree that those literatures include bad studies, they are being laundered together with the good ones.

2 months ago 29 6 4 1

New paper, on a worrying trend in meta-science: the practice of anonymising datasets on, e.g., published articles. We argue that this is at odds with norms established in research synthesis, explore arguments for anonymisation, provide counterpoints, and demonstrate implications and epistemic costs.

2 months ago 98 52 6 7
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Making Europe a scientific superpower · Luma The European Union spends more on science funding each year than America’s National Science Foundation. But scientific output in Europe still trails the US…

We at Works in Progress are hosting a series of lightning talks on the future of science R&D in Europe!

Come along for the ideas, conversations and meet us!

2nd March, Brussels. Register here: luma.com/08rnunqw

2 months ago 18 2 1 0

đź“… Mark your calendars for #SIPS2027!
The 2027 SIPS conference, organized in collaboration with the Association for Interdisciplinary Meta-Research and Open Science @aimosinc.bsky.social, will be held in November at the University of Melbourne, Australia.

We are looking forward to seeing you there!

2 months ago 39 25 0 2
Screenshot of a preprint titled “Digital Behaviourism: A functional approach to behaviour in digital environments”

Screenshot of a preprint titled “Digital Behaviourism: A functional approach to behaviour in digital environments”

Our preprint has evolved!

v2 of “Digital Behaviourism” is out now with a new title, new co-authors, and a deeper dive into the behavioural concepts that shape our online lives.

It’s time to move beyond “screen time” and focus on function of online behaviours.

osf.io/preprints/ps...

2 months ago 53 20 4 2
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Rethinking psychological measurement: Validity potential versus realised validity We propose a concept of validity with a novel feature that we argue can facilitate improved measurement validation practices in the psychological scie…

Thrilled to share our new paper introducing “validity potential” versus “realised validity” as a key distinction for psychological measurement, with @davidmkaplanx.bsky.social, Alexander Gillett, @suttonprofessor.bsky.social, and @robert-m-ross.bsky.social www.sciencedirect.com/science/arti...

2 months ago 27 5 2 2

How many versions of the Iowa Gambling Task (IGT) exist? And how much does this affect research using the IGT? More than you might think. đź§µ

2 months ago 103 46 3 7

Some people bring up (1) the cost of criticism and (2) that a lot of criticism has already been voiced but ignored. Both points are valid, so here are some suggestion for (1) reducing backlash and (2) increasing impact (from this talk of mine: juliarohrer.com/wp-content/u...

3 months ago 72 25 2 4

RegCheck V2 is out!
Try it out yourself: regcheck.app
Read more about it: arxiv.org/abs/2601.13330
Check out the codebase: github.com/JamieCummins...

3 months ago 7 3 0 1
Fig. 3. Scatter plots of the synthetic and empirical estimates, validation study (Stage 2). Showing N = 30,135 item-pair correlations, N = 257 scale reliabilities, and N = 1,568 scale-pair correlations for (top) the pretrained SBERT model and (bottom) the fine-tuned SurveyBot3000 model. SBERT = all-mpnet-base-v2 model.

Fig. 3. Scatter plots of the synthetic and empirical estimates, validation study (Stage 2). Showing N = 30,135 item-pair correlations, N = 257 scale reliabilities, and N = 1,568 scale-pair correlations for (top) the pretrained SBERT model and (bottom) the fine-tuned SurveyBot3000 model. SBERT = all-mpnet-base-v2 model.

Fig. 4. Prediction error of the synthetic estimates, validation study (Stage 2). Our prediction model allowed the error term to vary freely according to the predictor, the synthetic estimate. The thin-plate splines show that some synthetic estimates were predictably more accurate.

Fig. 4. Prediction error of the synthetic estimates, validation study (Stage 2). Our prediction model allowed the error term to vary freely according to the predictor, the synthetic estimate. The thin-plate splines show that some synthetic estimates were predictably more accurate.

Fig. 5. Accuracy by domain. Accuracy differed across domains. SurveyBot3000 accuracy (colored) was always higher than SBERT accuracy (gray). Results were largely consistent whether accuracy of items was tested (left, circle) within domains or (right, cross) across domains.

Fig. 5. Accuracy by domain. Accuracy differed across domains. SurveyBot3000 accuracy (colored) was always higher than SBERT accuracy (gray). Results were largely consistent whether accuracy of items was tested (left, circle) within domains or (right, cross) across domains.

Fig. 1. Multistep training procedure for the SurveyBot3000, which produces synthetic estimates of interitem correlations. (a) Pretraining base model (SBERT). (b) Fine-tuning SurveyBot3000. (c) Validation. SBERT = all-mpnet-base-v2 model.

Fig. 1. Multistep training procedure for the SurveyBot3000, which produces synthetic estimates of interitem correlations. (a) Pretraining base model (SBERT). (b) Fine-tuning SurveyBot3000. (c) Validation. SBERT = all-mpnet-base-v2 model.

Finally, @bjoernhommel.bsky.social's and my paper introducing the SurveyBot3000 is officially out in AMPPS. It's a fine-tuned language model that guesstimates correlations between survey items from text alone. Not perfectly, but useful for search, for example.
journals.sagepub.com/doi/10.1177/...

4 months ago 81 34 2 6
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Thank you!!

4 months ago 0 0 0 0

Thank you!! :)

4 months ago 1 0 0 0

Thanks Simine! I’m by far the luckiest PhD student ever because you’re the best! ✨ 🤸

4 months ago 4 0 2 0