Effect size over opinion
Choose by effect size
We do not ship a feature because it looks promising. Before adopting a learning method or a behavioural design, we check how large the effect is, whether it replicates, and where it applies. That means reading past the original paper into pre-registered studies, systematic reviews and meta-analyses, depending on what the question needs.
We adopt something because it has been shown to work, not because it is popular. The reverse holds too: if it has not been shown to work, it does not ship, however loud it is. What matters is not the name of the method but who it worked for, by how much, and under what conditions.