| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.477 | -0.615 |
|
Retracted Output
|
-0.165 | 0.777 |
|
Institutional Self-Citation
|
-1.624 | -0.262 |
|
Discontinued Journals Output
|
0.236 | 0.094 |
|
Hyperauthored Output
|
-0.427 | -0.952 |
|
Leadership Impact Gap
|
4.218 | 0.445 |
|
Hyperprolific Authors
|
-0.253 | -0.247 |
|
Institutional Journal Output
|
9.605 | 1.432 |
|
Redundant Output
|
-0.674 | -0.390 |
Babol University of Medical Sciences demonstrates a robust overall performance with a score of 0.960, reflecting a solid foundation in scientific integrity but also highlighting specific areas requiring strategic intervention. The institution's primary strengths are evident in its exceptionally low rates of institutional self-citation and redundant output, alongside a controlled rate of retractions that outperforms the national trend, signaling strong external validation and ethical publication practices. However, significant risks are concentrated in two key areas: an over-reliance on institutional journals and a notable gap between its overall research impact and the impact of work where it holds intellectual leadership. According to SCImago Institutions Rankings data, the university holds a strong national position in critical thematic areas, including Dentistry, Medicine, and Biochemistry, Genetics and Molecular Biology. While its specific mission was not available for this analysis, the identified vulnerabilities could challenge any institutional goal centered on achieving global scientific leadership and excellence. An excessive dependence on internal publication channels and external partners for impact may undermine long-term autonomy and credibility. Therefore, a focused strategy to mitigate these specific risks is recommended to reinforce its research sovereignty and fully leverage its thematic strengths, solidifying its role as a leading national and regional institution.
The institution's Z-score of -0.477 is slightly higher than the national average of -0.615, both of which are within a low-risk range. This subtle difference suggests the emergence of a minor vulnerability that, while not yet problematic, warrants observation before it escalates. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight upward trend compared to the national baseline could be an early signal of strategic attempts to inflate institutional credit. Proactive monitoring of affiliation patterns is advisable to ensure they continue to reflect genuine collaboration rather than "affiliation shopping."
With a Z-score of -0.165, the institution displays a low rate of retractions, contrasting sharply with the medium-risk national average of 0.777. This demonstrates notable institutional resilience, suggesting that its internal quality control and supervision mechanisms are effectively mitigating the systemic risks prevalent in the country. Retractions can be complex, sometimes resulting from the honest correction of errors. However, by maintaining a rate well below the national trend, the university shows that its pre-publication review processes are robust, protecting its integrity culture from the vulnerabilities affecting its peers.
The institution exhibits an exceptionally low Z-score of -1.624, significantly below the national average of -0.262. This result indicates a very healthy pattern of external validation and integration into the global scientific community. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this institution's near-absence of risk signals in this area confirms that its academic influence is built on broad external recognition, effectively avoiding the "echo chambers" or endogamous impact inflation that can arise from disproportionately high rates of self-referencing.
The institution's Z-score of 0.236 is higher than the national average of 0.094, although both fall within a medium-risk profile. This indicates a high exposure to this particular risk, suggesting the center is more prone than its national peers to publishing in questionable venues. A high proportion of output in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This pattern suggests that a significant portion of its scientific production may be channeled through media that fail to meet international ethical or quality standards, exposing the institution to severe reputational risks and indicating an urgent need for improved information literacy to avoid "predatory" practices.
With a Z-score of -0.427, the institution's rate of hyper-authored output is slightly elevated compared to the national average of -0.952, though both remain in a low-risk category. This minor deviation points to an incipient vulnerability that should be monitored. While extensive author lists are legitimate in "Big Science" contexts, this indicator serves as a signal to ensure that authorship practices across all disciplines reflect meaningful contributions. The slight increase relative to the national baseline warrants a review to distinguish between necessary massive collaboration and potential "honorary" authorship, thereby safeguarding individual accountability.
The institution presents a Z-score of 4.218, a critical value that significantly amplifies the medium-risk vulnerability seen at the national level (0.445). This extremely wide positive gap—where the institution's global impact is high but the impact of research it leads is low—signals a severe sustainability risk. This score suggests that the university's scientific prestige is overwhelmingly dependent and exogenous, not structural. It is imperative to reflect on whether its high-impact metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership, a dynamic that compromises its long-term scientific autonomy and reputation as a research leader.
The institution's Z-score of -0.253 is nearly identical to the national average of -0.247, indicating a level of risk that is statistically normal for its context. This alignment suggests that the publication productivity of its authors is consistent with national patterns and does not present an unusual risk. While extreme individual publication volumes can sometimes point to imbalances between quantity and quality, the university's performance here is standard, showing no evidence of systemic issues like coercive authorship or other practices that prioritize metrics over the integrity of the scientific record.
With a Z-score of 9.605, the institution shows a critically high rate of publication in its own journals, drastically accentuating the medium-risk trend observed nationally (1.432). This extreme value warns of severe academic endogamy and potential conflicts of interest, as the institution acts as both judge and party in the evaluation of its research. Such heavy reliance on internal channels suggests that a substantial portion of its scientific production may be bypassing independent external peer review, limiting global visibility and creating a risk that these journals are used as "fast tracks" to inflate publication counts without standard competitive validation.
The institution's Z-score of -0.674 is in the very low-risk category and is notably better than the national average of -0.390. This excellent result demonstrates a strong commitment to publishing substantive and original work. The low score indicates that the practice of dividing a single study into "minimal publishable units" to artificially inflate productivity, also known as "salami slicing," is not a concern. This reflects a healthy research culture that prioritizes the generation of significant new knowledge over the mere volume of publications, contributing positively to the integrity of the scientific record.