The multiverse of universes: A tutorial to plan, execute and interpret multiverses analyses using the R package multiverse

M Götz, A Sarma, EH O'Boyle - International Journal of …, 2024 - Wiley Online Library
Even when guided by strong theories and sound methods, researchers must often choose a
singular course of action from multiple viable alternatives. Regardless of the choice, it, along …

[HTML][HTML] Addressing researcher degrees of freedom through minP adjustment

MM Mandl, AS Becker-Pennrich, LC Hinske… - BMC Medical Research …, 2024 - Springer
When different researchers study the same research question using the same dataset they
may obtain different and potentially even conflicting results. This is because there is often …

More efficient exact group invariance testing: using a representative subgroup

NW Koning, J Hemerik - Biometrika, 2024 - academic.oup.com
We consider testing invariance of a distribution under an algebraic group of transformations,
such as permutations or sign flips. As such groups are typically huge, tests based on the full …

Multiverse Meta-Analysis: Proposing an Exploratory Framework

S Rasti - 2023 - osf.io
Multiverse analysis is a statistical approach in which researchers present all the results
deriving from all combinations of arbitrary, but plausible decisions involved in every data …