| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.067 | -0.615 |
|
Retracted Output
|
-0.052 | 0.777 |
|
Institutional Self-Citation
|
-0.603 | -0.262 |
|
Discontinued Journals Output
|
0.087 | 0.094 |
|
Hyperauthored Output
|
-0.785 | -0.952 |
|
Leadership Impact Gap
|
1.477 | 0.445 |
|
Hyperprolific Authors
|
0.267 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-0.679 | -0.390 |
Kerman University of Medical Sciences (KMU) presents a balanced and robust scientific integrity profile, with an overall risk score (-0.034) that aligns closely with the global average. The institution demonstrates exemplary performance in key areas of research ethics, particularly in its very low rates of output in institutional journals and redundant publications, showcasing a strong commitment to external validation and substantive research. These strengths are complemented by a resilient quality control system that effectively mitigates the national trend of retracted publications. However, areas requiring strategic attention include a medium-risk exposure to dependency on external collaborations for impact, a higher-than-average rate of hyperprolific authors, and a moderate rate of publication in discontinued journals. These indicators suggest a need to reinforce internal research leadership and quality-over-quantity publication strategies. The university's academic strengths are clearly reflected in the SCImago Institutions Rankings, with prominent national positions in Chemistry (11th), Dentistry (12th), and Engineering (15th). To fully realize its mission of being an "accountable" and "innovative" body where talent can "flourish," it is crucial to address the identified risks, as they could subtly undermine the principles of intellectual leadership and sustainable excellence. By focusing on strengthening internal research capacity and promoting best practices in authorship and publication, KMU can further solidify its position as a leading, trustworthy academic institution.
The institution's Z-score of -0.067 is within the low-risk band, yet it is slightly higher than the national average of -0.615. This suggests an incipient vulnerability, where the university shows minor signals of risk activity that warrant review before they escalate. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight elevation compared to the national norm indicates a need for proactive monitoring. It is advisable to ensure that all affiliations are transparent and reflect genuine, substantive collaborations rather than early signs of strategic attempts to inflate institutional credit or “affiliation shopping.”
With a Z-score of -0.052 (low risk), the institution demonstrates remarkable resilience compared to the national context, which shows a medium-risk Z-score of 0.777. This positive differential indicates that the university's internal control mechanisms are effectively mitigating the systemic risks observed elsewhere in the country. A high rate of retractions can suggest that quality control mechanisms prior to publication may be failing. In this case, the institution’s low score is a testament to a robust integrity culture and responsible supervision, successfully preventing the recurring malpractice or lack of methodological rigor that may be affecting its peers.
The institution exhibits a prudent profile with a Z-score of -0.603, which is significantly lower than the national average of -0.262, though both are in the low-risk category. This indicates that the university manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural, but the institution's lower rate demonstrates a healthy reliance on external scrutiny and avoids the creation of scientific 'echo chambers.' This practice strengthens the credibility of its research, ensuring that its academic influence is validated by the global community rather than being inflated by internal dynamics.
The institution's Z-score of 0.087 is nearly identical to the country's average of 0.094, placing both in the medium-risk category. This alignment suggests the university is operating within a systemic pattern, reflecting shared challenges or practices at a national level regarding the selection of publication venues. This indicator is a critical alert regarding due diligence, as a high proportion of output in such journals suggests that scientific work is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to a need for enhanced information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -0.785, the institution's risk is low but slightly elevated compared to the national average of -0.952. This subtle difference points to an incipient vulnerability. While the overall rate is not alarming, the fact that it is higher than the national baseline suggests that authorship patterns warrant a closer look. Outside of 'Big Science' contexts, a rising rate can indicate author list inflation, which dilutes individual accountability. This signal serves as a prompt to ensure that all authorship is earned and to distinguish between necessary massive collaboration and the potential for 'honorary' or political authorship practices.
The institution shows high exposure in this area, with a medium-risk Z-score of 1.477 that is substantially higher than the national average of 0.445. This indicates that the university is more prone than its national peers to deriving its impact from collaborations where it does not hold intellectual leadership. A wide positive gap signals a sustainability risk, suggesting that its scientific prestige may be dependent and exogenous, not structural. This finding invites a strategic reflection on whether the institution's excellence metrics result from its own internal capacity or from a strategic positioning in partnerships that do not foster its own research leadership.
The institution's Z-score of 0.267 places it in the medium-risk category, representing a moderate deviation from the national standard, which sits at a low-risk Z-score of -0.247. This discrepancy is an alert that requires a review of its causes. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This indicator warns of potential imbalances between quantity and quality, pointing to risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The university demonstrates preventive isolation in this domain, with a very low-risk Z-score of -0.268, in stark contrast to the country's medium-risk score of 1.432. This is a significant strength, showing that the institution does not replicate the risk dynamics prevalent in its environment. By avoiding excessive dependence on its own journals, the university effectively sidesteps potential conflicts of interest and academic endogamy. This practice ensures its scientific production undergoes independent external peer review, enhancing its global visibility and confirming that its researchers compete on the world stage rather than using internal channels as 'fast tracks' for publication.
With a very low-risk Z-score of -0.679, the institution shows low-profile consistency, performing even better than the national low-risk average of -0.390. The near-total absence of risk signals in this area aligns with and improves upon the national standard, reflecting a strong institutional commitment to impactful science. A high rate of redundant output often indicates 'salami slicing,' where studies are fragmented to inflate productivity. The university's excellent score suggests its researchers prioritize the publication of significant new knowledge over artificially boosting publication volume, thereby respecting the scientific record and the peer-review system.