#methodological rigourConfounding remains materially uncontrolled
The headline analysis compares raw average citation ratios, while JIF quartiles provide only a coarse descriptive check. Selection into gold OA and article-, author-, journal-, and topic-level differences remain plausible explanations for the associations.
↳ Literature Review, p. 2965; Methods, pp. 2968–2969; Figure 4
#reportingCausal language exceeds study design
The Abstract and Conclusion state that OA “increased” citations and “fostered” knowledge transfer, although the observational analysis does not identify an OA-caused effect.
↳ Abstract; Conclusion, pp. 2979–2980
#impact potentialScope limits broader policy use
The analysis covers one 2017 cohort of gold-OA, WoS-indexed natural-science papers using coarse, mutually exclusive ESI fields. Transfer to other databases, disciplines, years, and OA routes remains untested.
↳ Methods, pp. 2967–2968; Limitations, pp. 2979–2980