Manuel Rausch

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10 Posts

I looked at 325 psychology study replication results today, and the best simple rule I found for telling if a study would replicate is this:

When the original study's p-value was at most 0.01, about 72% of the papers replicated.

Whereas when p>0.01, only 48% replicated.

Others have found similar results.

For instance, @uebernerd has suggested p=0.005 as a cutoff:

https://replicationindex.com/2021/05/10/osc-pm/

Prediction Markets of Replicability

Abstract I reinvestigate the performance of prediction markets for the Open Science Collaboration replicability project. I show that performance of prediction markets varied considerably across the…

Replicability-Index
The {purrr} package is a powerfull way to replace loops. The {furrr} package takes this approach one step further by parallel execution: https://furrr.futureverse.org/index.html #rstats #parallel
Apply Mapping Functions in Parallel using Futures

Implementations of the family of map() functions from purrr that can be resolved using any future-supported backend, e.g. parallel on the local machine or distributed on a compute cluster.

Demonstration of a ‘leapfrog’ randomized controlled trial as a method to accelerate the development and optimization of psychological interventions | Psychological Medicine | Cambridge Core

Demonstration of a ‘leapfrog’ randomized controlled trial as a method to accelerate the development and optimization of psychological interventions

Cambridge Core
The Bayesian One-sample t-Test Supersedes Correlation Analysis as a Test of Validity https://share.osf.io/preprint/E0200-826-CFF

Bad news: Collecting data on #MTurk may essentially boil down to asking a crowd of #bots for their opinion:

Too Good to Be True: Bots and Bad Data From Mechanical Turk
(by Margaret A. Webb & June P. Tangney)
https://journals.sagepub.com/doi/abs/10.1177/17456916221120027

Quotes:

"at best, I had gathered valid data from 14 human beings—2.6% of my participant sample (N = 529)"

"This article is not meant as an empirical assessment of the validity of all MTurk data; rather, it is an illustration of an individual experience. "

Vacancy in our AI Department! -- Assistant Professor of Cognitive Robotics at the Donders Centre for Cognition https://www.ru.nl/werken-bij/vacatures/assistant-professor-of-cognitive-robotics

Added a bunch of custom program language emojis!

 -- : rstats :

 -- : stata :

 -- : python :

 -- : julia :

I've made a bot that toots preprints from PsyArXiv: https://botsin.space/@PsyArXivBot I liked it on the birdapp, and I missed it here. Hope it is useful for people.

It is fast, but the hyperlink goes to the SHARE meta-data. You need an extra click to go to the actual preprint. If you know how to fix this (I am using IFTTT) let me know.

PsyArXivBot (@[email protected])

6 Posts, 1 Following, 6 Followers · This is a bot that toots new preprints shared on PsyArXiv. Tweets title of preprint and link to SHARE meta-data (because I do not know how to link directly to the preprint - feel free to tell me how to do this). You can click on the link to the preprint from the SHARE meta-data page. Sorry for the extra click!

botsin.space