Constantinos Eleftheriou
celefthe.bsky.social
Constantinos Eleftheriou
@celefthe.bsky.social
Postdoctoral research fellow in Ian Duguid's lab at the SIDB, University of Edinburgh. I study visuomotor learning in Rett Syndrome 🏴󠁧󠁢󠁳󠁣󠁴󠁿🇨🇾

https://celefthe.com
Pseudoreplication is not inevitable. Statistical tools such as linear mixed models allow us to take within- and between-animal variability into account. Hierarchical bootstraps are also another option (and a personal favourite!)
June 30, 2025 at 4:58 PM
We need to start treating our statistics with the same respect we treat our experimental techniques & design. Merely paying lip service to reporting guidelines is not enough, and journals/editors need to take responsibility for the statistical rigour of the work they publish.
June 30, 2025 at 4:58 PM
...especially when the effect sizes appear very small, or the degree of pseudoreplication is very high (e.g. very large number of pseudoreplicates per animal).
June 30, 2025 at 4:58 PM
Is it a problem? Well, yes if we care about reproducibility, since pseudoreplication increases the likelihood of false positive results! Of course, just because an article is pseudoreplicated it doesn't mean the results outright wrong - but caution is warranted...
June 30, 2025 at 4:58 PM
Stringent requirements and statistical reporting guidelines enforced by most journals since ~2012 have made no difference to the prevalence of pseudoreplication... but we did find that better reporting makes pseudoreplication easier to detect🤷
June 30, 2025 at 4:58 PM
We scored 645 articles published over the last 2 decades and found most were pseudoreplicated (~65% FXS and ~80% NDD articles), a trend which has persisted over the past 20 years.
June 30, 2025 at 4:58 PM