| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.081 | -0.615 |
|
Retracted Output
|
0.220 | 0.777 |
|
Institutional Self-Citation
|
0.534 | -0.262 |
|
Discontinued Journals Output
|
-0.173 | 0.094 |
|
Hyperauthored Output
|
8.560 | -0.952 |
|
Leadership Impact Gap
|
1.822 | 0.445 |
|
Hyperprolific Authors
|
3.035 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-0.473 | -0.390 |
The University of Science and Technology of Mazandaran presents a complex integrity profile, marked by commendable strengths in procedural governance alongside critical vulnerabilities in authorship culture. With an overall score of 0.722, the institution demonstrates robust control in areas such as the selection of publication venues and the avoidance of academic endogamy, positioning it favorably against national trends. This operational diligence provides a strong foundation for its notable research performance, as evidenced by its high national rankings in key thematic areas like Physics and Astronomy, Energy, and Mathematics according to SCImago Institutions Rankings data. However, this profile is critically undermined by significant, atypical risks in hyper-authorship and hyper-prolificacy, which deviate sharply from the national context. These indicators suggest that institutional pressures may be incentivizing a focus on quantity over quality, a practice that directly conflicts with the universal academic mission of pursuing excellence and social responsibility through credible, rigorous research. To secure its long-term reputation and ensure its scientific contributions are both impactful and sustainable, the University should leverage its procedural strengths to urgently audit and reform its internal policies regarding authorship and research productivity.
The institution exhibits an exceptionally low risk profile in this area, with a Z-score of -1.081, which is significantly more favorable than the national average of -0.615. This result suggests a clear and well-managed affiliation policy, reflecting a consistency that surpasses the already low-risk national standard. While multiple affiliations can be a legitimate outcome of collaboration, the university's data shows no signs of strategic "affiliation shopping" or attempts to artificially inflate institutional credit, indicating a transparent and robust approach to representing its collaborative footprint.
With a Z-score of 0.220, the institution's rate of retractions is lower than the national average of 0.777, despite both falling within a medium-risk band. This suggests a differentiated management approach where the university appears to moderate risks that are more common across the country. Retractions are complex events, and a high rate can suggest systemic failures in pre-publication quality control. In this context, the university’s comparatively better performance indicates that its internal review and supervision mechanisms may be more effective than those of its national peers, although the presence of any signal warrants ongoing attention to maintain methodological rigor and a strong integrity culture.
The institution shows a moderate deviation from the national norm, with a Z-score of 0.534 in contrast to the country's low-risk score of -0.262. This indicates a greater sensitivity to risk factors related to self-citation compared to its peers. While some level of self-citation is natural, this disproportionately higher rate signals a potential "echo chamber," where the institution may be validating its own work without sufficient external scrutiny. This trend warns of a risk of endogamous impact inflation, suggesting that the university's academic influence could be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The university demonstrates notable institutional resilience, with a low-risk Z-score of -0.173 in an environment where the national average is a medium-risk 0.094. This indicates that the institution's control mechanisms are effectively mitigating a systemic national risk. A high proportion of publications in discontinued journals can be a critical alert regarding due diligence in selecting dissemination channels. The university’s strong performance here suggests its researchers exercise sound judgment, avoiding predatory or low-quality venues and thereby protecting the institution from severe reputational damage and the misallocation of research efforts.
A severe discrepancy is observed in this indicator, where the institution's Z-score is a significant-risk 8.560, representing a critical outlier against the low-risk national average of -0.952. This risk activity is highly atypical and demands a deep integrity assessment. Outside of "Big Science" contexts where large author lists are standard, such an extreme score can indicate systemic author list inflation, which dilutes individual accountability and transparency. It is urgent for the institution to investigate whether this pattern stems from legitimate massive collaboration or from problematic "honorary" or political authorship practices that compromise research integrity.
The institution shows high exposure to this risk, with a Z-score of 1.822, which is considerably higher than the national average of 0.445. This suggests that the university is more prone than its peers to a dependency on external partners for its citation impact. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a significant sustainability risk. This finding invites critical reflection on whether the university's prestige metrics are the result of genuine internal capacity or are primarily derived from strategic positioning in collaborations where it does not exercise intellectual leadership, making its perceived excellence potentially fragile and exogenous.
This indicator reveals a severe discrepancy, with the institution registering a significant-risk Z-score of 3.035 in a national context that shows a low-risk average of -0.247. Such atypical risk activity warrants a thorough integrity assessment. While high productivity can reflect leadership, extreme publication volumes challenge the plausible limits of meaningful intellectual contribution. This high score alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation. These are dynamics that prioritize metric inflation over the integrity of the scientific record and require immediate review.
The institution demonstrates a commendable preventive isolation from national risk trends, with a very low-risk Z-score of -0.268 compared to the country's medium-risk average of 1.432. This result indicates that the university does not replicate the risk dynamics of academic endogamy observed elsewhere in its environment. Excessive dependence on in-house journals can create conflicts of interest and allow production to bypass rigorous external peer review. The university's avoidance of this practice shows a strong commitment to seeking independent, global validation for its research, enhancing its credibility and international visibility.
The institution maintains a very low-risk profile with a Z-score of -0.473, performing slightly better than the already low-risk national average of -0.390. This finding points to low-profile consistency, where the absence of risk signals aligns with a healthy national standard. Massive bibliographic overlap between publications can indicate data fragmentation or "salami slicing" to artificially inflate productivity. The university's clean record in this area suggests its research culture values the publication of significant, coherent studies over the distortion of scientific evidence for metric-driven goals.