#methodological rigourCausal APC advice exceeds design
The article recommends that authors prefer non-open-access publication, although OA selection was not randomized and the paper acknowledges that selection bias was not controlled. The analysis supports descriptive associations, not the causal return from paying an APC.
↳ Results, paragraphs following Figure 4; Discussion, opening paragraphs
#positioningPost-freeze citations remain immature
The paper states that the analysis may have been conducted too soon and proposes rerunning it in 2030, yet still draws a firm conclusion about the limited effect of Sci-Hub’s freeze.
↳ Discussion, “Another possible conclusion” paragraph
#impact potentialPublisher-specific sample limits generalization
The analysis covers selected Elsevier hybrid journals, excludes journal-years outside the 10%–90% OA range, and has high mean JIF percentiles. Transfer to other publishers, lower-JIF journals, or particular disciplines is not demonstrated.
↳ Methods, “Journal selection procedures” and filtering section; Discussion; Limitations