| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.809 | -0.615 |
|
Retracted Output
|
-0.259 | 0.777 |
|
Institutional Self-Citation
|
-1.096 | -0.262 |
|
Discontinued Journals Output
|
0.452 | 0.094 |
|
Hyperauthored Output
|
-0.474 | -0.952 |
|
Leadership Impact Gap
|
3.140 | 0.445 |
|
Hyperprolific Authors
|
0.732 | -0.247 |
|
Institutional Journal Output
|
14.392 | 1.432 |
|
Redundant Output
|
-0.699 | -0.390 |
Mazandaran University of Medical Sciences demonstrates a complex integrity profile, with an overall risk score of 1.488 that reflects a combination of exceptional strengths and significant vulnerabilities. The institution exhibits outstanding performance in areas of core scientific practice, with very low-risk indicators for Institutional Self-Citation and Redundant Output, suggesting a culture that values external validation and substantive research contributions. However, these strengths are contrasted by critical challenges, most notably a significant-risk level in the Rate of Output in Institutional Journals, and medium-risk signals in the Gap in Impact, the Rate of Hyperprolific Authors, and publication in discontinued journals. Thematically, the university showcases strong national positioning according to SCImago Institutions Rankings data, particularly in Chemistry (ranked 6th in Iran), Agricultural and Biological Sciences (13th), Dentistry (15th), and Medicine (15th). This academic excellence aligns with its mission to provide "excellent health and medical services." Nevertheless, the identified risks, especially the tendency towards academic endogamy and dependency on external leadership for impact, could undermine this commitment to excellence by creating a perception of insularity and questioning the structural capacity for innovation. To fully realize its mission, it is recommended that the university leverage its clear strengths in research ethics to develop targeted governance policies that address its specific vulnerabilities, thereby ensuring its reputational integrity matches its thematic leadership.
The institution presents a Z-score of -0.809, which is slightly more favorable than the national average of -0.615. This indicates a prudent and well-managed approach to author affiliations. The university's profile suggests its processes are even more rigorous than the national standard, effectively avoiding any signals of strategic attempts to inflate institutional credit or engage in “affiliation shopping.” While multiple affiliations are often a legitimate outcome of collaboration, the institution’s controlled rate demonstrates a clear and transparent policy that aligns with best practices in scientific attribution.
With a Z-score of -0.259, the institution maintains a low-risk profile, standing in contrast to the medium-risk national average of 0.777. This demonstrates notable institutional resilience, suggesting that internal quality control mechanisms are successfully mitigating systemic risks present in the wider environment. Retractions can be complex, but a rate significantly below the national context points towards effective pre-publication supervision and a robust integrity culture. This performance indicates that potential methodological errors or malpractice are being addressed before they compromise the public scientific record, reflecting responsible governance.
The institution shows an exceptionally strong performance with a Z-score of -1.096, placing it in the very low-risk category and well below the country's low-risk average of -0.262. This result signals a commendable absence of insular practices. A certain level of self-citation is natural, but the university's extremely low rate demonstrates a deep integration with the global scientific community, avoiding the creation of 'echo chambers' where work is validated without sufficient external scrutiny. This indicates that the institution's academic influence is genuinely built on recognition from the wider research community rather than on internal dynamics.
The institution's Z-score of 0.452 is in the medium-risk range and is notably higher than the national average of 0.094, which is also at a medium-risk level. This suggests the university has a higher exposure to this particular risk factor than its national peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This pattern indicates that a portion of the university's research is being channeled through media that may not meet international ethical or quality standards, creating reputational risks and signaling an urgent need to improve information literacy among researchers to avoid predatory or low-quality venues.
With a Z-score of -0.474, the institution's risk is low, but it is slightly higher than the national average of -0.952. This score points to an incipient vulnerability that warrants monitoring. While extensive author lists are legitimate in 'Big Science,' their appearance outside these contexts can indicate author list inflation, which dilutes individual accountability. The university’s rate, though not alarming, is closer to the risk threshold than the national standard, suggesting a need to review authorship practices to ensure they reflect genuine collaboration rather than 'honorary' or political attributions.
The institution exhibits a Z-score of 3.140, a medium-risk value that is significantly higher than the national medium-risk average of 0.445. This high exposure to risk indicates a pronounced dependency on external partners for achieving scientific impact. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a potential sustainability risk. It suggests that the university's scientific prestige may be largely exogenous and dependent, rather than a reflection of its own structural capacity for intellectual leadership. This invites a strategic reflection on how to foster and showcase genuine internal innovation.
The institution's Z-score of 0.732 places it in the medium-risk category, a moderate deviation from the low-risk national average of -0.247. This discrepancy suggests the university is more sensitive to this risk factor than its peers. Extreme individual publication volumes challenge the limits of meaningful intellectual contribution and can signal an imbalance between quantity and quality. This indicator serves as an alert for potential risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metric performance over the integrity of the scientific record and require management review.
With a Z-score of 14.392, the institution registers a significant-risk level, drastically amplifying the medium-risk vulnerability seen at the national level (1.432). This is a critical finding. An excessive dependence on in-house journals raises serious conflict-of-interest concerns, as the institution acts as both judge and party in the publication process. This extreme value warns of severe academic endogamy, where research may be bypassing rigorous, independent peer review. This practice not only limits global visibility but also suggests that internal channels might be used as 'fast tracks' to inflate publication counts without standard competitive validation, posing a major threat to institutional credibility.
The institution demonstrates an excellent result with a Z-score of -0.699, positioning it in the very low-risk category and outperforming the country's low-risk average of -0.390. This low-profile consistency signals a strong commitment to producing substantive research. A low rate of redundant output indicates that the university's researchers are not engaging in 'salami slicing'—the practice of fragmenting a single study into multiple minimal publications to artificially inflate productivity. This reflects a healthy research culture that prioritizes significant new knowledge over volume, contributing positively to the scientific record.