The replication of non-inferiority and equivalence studies

04/14/2022
by   Charlotte Micheloud, et al.
0

Replication studies are increasingly conducted to assess credibility of scientific findings. Most of these replication attempts target studies with a superiority design, but there is a lack of methodology regarding the analysis of replication studies with alternative types of designs. In order to fill this gap, we adapt three approaches used for superiority settings to non-inferiority and equivalence designs: the two-trials rule, the sceptical p-value approach and the meta-analysis criterion. While the adaptation to the non-inferiority design is relatively straightforward, the equivalence design requires more effort. We propose to use the 'two one-sided test' (TOST) procedure and tailor it to the replication setting. In addition, we formulate the different criteria in terms of a 'success interval' for the relative effect size (replication to original). The properties of the different approaches are studied in detail. In particular, the two-trials rule does not penalize replication effect estimates very close to the margin for large sample sizes. The meta-analysis criterion is convenient as it combines the two estimates into one, but can lead to replication success in odd situations. Finally, the sceptical p-value approach seems well-suited as it penalizes a too large increase of the replication effect estimate as compared to the original one, while taking into account the direction of the latter in the calculation of the success interval.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
09/16/2020

The assessment of replication success based on relative effect size

Replication studies are increasingly conducted to confirm original findi...
research
04/22/2020

Power Calculations for Replication Studies

The reproducibility crisis has led to an increasing number of replicatio...
research
05/08/2023

Replication of "null results" – Absence of evidence or evidence of absence?

In several large-scale replication projects, statistically non-significa...
research
09/03/2020

The sceptical Bayes factor for the assessment of replication success

There is an urgent need to develop new methodology for the design and an...
research
07/01/2022

A Statistical Framework for Replicability

We introduce a novel statistical framework to study replicability which ...
research
11/30/2020

A proposal for informative default priors scaled by the standard error of estimates

If we have an unbiased estimate of some parameter of interest, then its ...
research
09/30/2015

Model-independent comparison of simulation output

Computational models of complex systems are usually elaborate and sensit...

Please sign up or login with your details

Forgot password? Click here to reset