Recent data reveals a concerning anomaly where the surge in publications across OIC member states does not correlate with global scientific recognition. Citation trend graphs (1996–2024) indicate that while total citations began to plateau and decline after 2019, self-citation figures have shown a sharp upward trend. This phenomenon suggests that the bibliometric growth in major contributing countries—such as Indonesia, Pakistan, and Egypt—is largely artificial. The rise in their citation counts is likely driven by internal circulation within domestic researcher circles or local journals, rather than the intrinsic appeal of the research on the international stage.

The narrowing gap between total citations and self-citations underscores a decline in the quality or relevance of research outputs toward global needs. This explains why countries with massive article volumes maintain low average citations (only 14–20), falling significantly below the regional average. Conversely, countries with smaller outputs, such as Gambia and Uganda, achieve much higher organic citation rates (up to 57 per article).

Several underlying factors explain this bibliometric paradox. First, the narrowing gap between total citations and self-citations in high-volume OIC nations suggests an over-reliance on localized citation networks. Driven by national promotion policies, researchers in these countries often publish in domestic, Scopus-indexed journals and primarily cite their own work or that of immediate peers, limiting global readership and relevance. Additionally, research from these relatively more developed nations frequently tends to be incremental or duplicative, focusing on replicating existing methodologies within a local context, which naturally attracts less international attention.

Conversely, the high organic citation rates observed in low-output sub-Saharan nations like the Gambia and Uganda are heavily driven by the exploratory and high-stakes nature of their research topics. These regions offer unique, fertile grounds for firsthand field data on critical global issues—such as emerging infectious diseases, tropical medicine, climate adaptation, and pristine biodiversity. Because these exploratory topics address pressing global knowledge gaps, they are highly sought after by the international scientific community. Coupled with well-funded global collaborations, these papers are published in high-impact international journals, garnering substantial and genuine global citations rather than artificial self-citations.

Strategically, these findings demonstrate that the ‘quantity-driven’ policies adopted by many leading OIC contributors have reached an unhealthy saturation point. Pursuing document volume without a cohesive strategy to elevate citation impact will only widen the chasm between raw productivity and global recognition. Without a fundamental paradigm shift—moving from volume-based incentives toward rewards for qualitative impact and cross-border collaboration—scientific contributions from these nations risk remaining trapped within a closed ecosystem, offering minimal substantial value to the advancement of global knowledge.