| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.253 | -0.615 |
|
Retracted Output
|
-0.343 | 0.777 |
|
Institutional Self-Citation
|
-0.578 | -0.262 |
|
Discontinued Journals Output
|
-0.144 | 0.094 |
|
Hyperauthored Output
|
-1.268 | -0.952 |
|
Leadership Impact Gap
|
-1.126 | 0.445 |
|
Hyperprolific Authors
|
-1.413 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
1.010 | -0.390 |
The University of Bojnord demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.523. This performance indicates a general alignment with best practices and a proactive stance against most common research integrity vulnerabilities. The institution's primary strengths lie in its exceptionally low rates of hyper-prolific authorship, multiple affiliations, and hyper-authored output, alongside a notable capacity for generating impactful research without depending on external leadership or institutional journals. This strong integrity framework provides a solid foundation for its academic achievements, particularly in its areas of thematic excellence as identified by SCImago Institutions Rankings data, including Social Sciences (ranked 4th in Iran), Psychology (24th), Energy (29th), and Mathematics (49th). While a specific mission statement was not localized, this low-risk profile strongly supports any institutional commitment to excellence and social responsibility. The only significant point of attention is a moderate risk in redundant publications, which could subtly undermine the pursuit of genuinely novel knowledge. To achieve comprehensive excellence, the University is encouraged to maintain its outstanding control mechanisms while implementing targeted strategies to promote substantive, high-impact publications over fragmented output.
The institution presents a Z-score of -1.253, which is significantly lower than the national average of -0.615. This low-profile consistency indicates that the university's complete absence of risk signals in this area aligns with, and even surpasses, the low-risk standard observed nationally. While multiple affiliations can be a legitimate outcome of collaboration, the university's exceptionally low rate confirms a transparent and unambiguous approach to institutional credit, steering clear of strategic "affiliation shopping" and ensuring clear accountability in its research output.
With a Z-score of -0.343, the university operates well below the national average of 0.777, which sits in a higher risk bracket. This demonstrates notable institutional resilience, suggesting that internal quality control mechanisms are effectively mitigating the systemic risks observed elsewhere in the country. A rate significantly lower than the national average points to a strong integrity culture and robust methodological rigor, indicating that pre-publication review processes are successful in preventing the kinds of recurring errors or malpractice that can lead to retractions.
The university's Z-score of -0.578 is markedly lower than the national average of -0.262, although both fall within a low-risk context. This prudent profile suggests that the institution manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural, but the university's lower rate indicates a strong commitment to external validation and a successful avoidance of scientific "echo chambers." This ensures that its academic influence is built on broad recognition by the global community rather than being artificially inflated by internal dynamics.
The institution's Z-score of -0.144 contrasts favorably with the national average of 0.094, which falls into a medium-risk category. This difference highlights the university's institutional resilience, showing that its control mechanisms and researcher training appear to mitigate the systemic risks present in the country. By maintaining a low rate of publication in such journals, the institution demonstrates effective due diligence in selecting dissemination channels, thereby protecting its reputation and resources from the risks associated with "predatory" or low-quality publishing practices.
With a Z-score of -1.268, the institution shows an exceptionally low incidence of hyper-authorship, performing even better than the country's already low-risk average of -0.952. This low-profile consistency and near-total absence of risk signals indicate a culture that values clear and accountable authorship. This serves as a strong signal that the institution effectively distinguishes between necessary massive collaboration, common in "Big Science," and questionable practices like "honorary" or political authorship, thus preserving the integrity of individual contributions.
The university exhibits a Z-score of -1.126, which signifies a very low risk and stands in stark contrast to the national medium-risk average of 0.445. This suggests a form of preventive isolation, where the institution does not replicate the national trend of dependency on external collaborations for impact. A low gap is a powerful indicator of scientific sustainability, suggesting that the institution's prestige is structural and derives from genuine internal capacity, as the research it leads is just as impactful as its collaborative work. This reflects true intellectual leadership rather than strategic positioning.
The institution's Z-score of -1.413 is exceptionally low, far below the national average of -0.247. This near-complete absence of risk signals demonstrates a strong institutional culture that prioritizes substance over sheer volume. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution, so this very low indicator suggests the university is effectively avoiding risks such as coercive authorship or imbalances between quantity and quality, thereby safeguarding the integrity of its scientific record.
With a Z-score of -0.268, the university shows a very low reliance on its own journals, a practice that contrasts sharply with the medium-risk national average of 1.432. This indicates a successful preventive isolation from the risks of academic endogamy prevalent in the country. By ensuring its scientific production passes through independent external peer review, the institution avoids potential conflicts of interest and the use of internal channels as "fast tracks" for publication, thereby enhancing the global visibility and competitive validation of its research.
The university's Z-score of 1.010 indicates a medium level of risk, representing a moderate deviation from the low-risk national average of -0.390. This suggests the institution shows a greater sensitivity to risk factors related to publication duplication than its national peers. A high value in this area serves as an alert for potential "salami slicing," the practice of fragmenting a single study into multiple minimal publications to inflate output. This dynamic prioritizes volume over significant new knowledge and warrants a review of publication guidelines to ensure research contributions are presented in a coherent and impactful manner.