Luna Fazio

@lunafazio.bsky.social

researching research at @i4replication.bsky.social lunafazio.github.io

I've been working on developing materials for my 'research group'. Mostly it is items that I would have found helpful as a student and general recommendations (including on LLMs) I made it all publicly available in the hopes it can be useful to others. I also welcome any feedback or suggestions

GitHub - pzivich/LabGroupMaterials: Collection of my lab group materials for students and trainees

Collection of my lab group materials for students and trainees - pzivich/LabGroupMaterials

github.com

Trying to visualize a bunch of simulations and got annoyed that R was taking 2 minutes to render each plot, so I decided to do it in Julia and now it's been 20 minutes of waiting for packages to precompile 😮‍💨

The underlying study has no control group and only enrolls people with poorly controlled asthma. It's just pre/post comparison of asthma symptoms. Results are entirely consistent with reversion to the mean. Or seasonal change, for that matter. Come on people, we can do better!

Sammy Roth@sammyroth.bsky.social · 3w ago

Insane new research. Scientists gave asthma patients free electric stoves to replace their gas stoves, then checked to see if symptoms improved. Not only did symptoms improve, ditching gas was *better than medicine.* Details in today's newsletter: www.climatecoloredgoggles.com/p/electric-s...

Huh, learned a couple new things today! (that people think a fan can be harmful when it's too hot, and that this is indeed the case at certain threshold... which I guess makes perfect sense if one considers how convection ovens work)

Mridul K. Thomas@mridulkthomas.bsky.social · last mo.

Since we're in a heat wave: Despite apparently popular belief, running an electric fan helps even when it is hotter than 35C / 95 F. Humidity matters but 35C is a bad rule of thumb. Take it from someone who has spent a LOT of time above 35C.

Interaction effects are very common in psychological research, but they are typically hard to replicate. A suspected reason for this is measurement error. Because of the poor replicability, a common recommendation is to not model interactions. 🧵

Important work. “The emerging literature blurs the line between integrity filtering, based on necessary but insufficient signals of validity like reproducibility of stated results or lack of fake citations, and epistemic filtering, which uses machine-detectable signals to judge scientific quality.”

Jessica Hullman@jessicahullman.bsky.social · 2mo ago

Using AI to support peer review seems unavoidable, but what quality checks should AI implement? We can take some lessons from metascience on the hard reward design problem that is AI review. I wrote a paper synthesizing a few points the emerging lit seems at risk of confusing. 1/

How do you make LLMs actually good at explaining new math? It's like reading a badly written reference for people who already know the subject. When I ask a question, it never matches my level. If I try to rephrase to test my understanding, it just sycophantically agrees.

Building the smoothbp R package, I had an intuition about what causes funnel pathology in hierarchical models. I was wrong. But chasing that intuition led somewhere more fundamental to the centring vs non-centring decision than I had hoped. New paper: arxiv.org/abs/2606.19655

A Flat Connection: The Pooling Factor and the Geometry of Centring in Hierarchical MCMC

Standard MCMC diagnostics ($\hat{R}$, effective sample size, divergence counts) detect whether a chain has mixed, but not why it has not. We ask whether the centring/non-centring obstruction in hierar...

arxiv.org

Took some time to slow down and write some good documentation and tests for a little side project, and as usual this process highlighted several areas for improvement. I can't think of a time this *hasn't* happened.

I was browsing a psychology journal when I noticed this strange header. There's no further explanation I could find and clicking it doesn't lead anywhere, it's just... ominously hovering up there.

Screenshot of the header for the Advances in Methods and Practices in Psychological Science journal. Above the name, a small banner reads "Intended for healthcare professionals".

Wonderful news! Journal of Research on Research is launched. "if you are a researcher who researches any aspect of research, then this is the journal and community for you." Worth reading the whole editorial for a transparent and thoughtful account of this amazing community-driven effort.

Research on Research Association@roration.bsky.social · 2mo ago

We're excited to launch J·ROR, the Journal of Research on Research. A new open-access home for research on how research is funded, organised, conducted, communicated, and evaluated. Our first editorial: www.tandfonline.com/doi/full/10.... #ResearchOnResearch #MetaScience #OpenScience #STS