| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.253 | -0.615 |
|
Retracted Output
|
-0.137 | 0.777 |
|
Institutional Self-Citation
|
-1.363 | -0.262 |
|
Discontinued Journals Output
|
0.060 | 0.094 |
|
Hyperauthored Output
|
-0.644 | -0.952 |
|
Leadership Impact Gap
|
3.909 | 0.445 |
|
Hyperprolific Authors
|
-1.413 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-1.186 | -0.390 |
Semnan University of Medical Sciences presents a balanced scientific integrity profile, with an overall score of -0.187 indicating general alignment with expected standards, albeit with notable areas for strategic focus. The institution demonstrates exceptional strengths in maintaining very low-risk levels for Institutional Self-Citation, Hyperprolific Authors, Output in Institutional Journals, and Redundant Output, signaling a robust culture of external validation and responsible authorship. However, a critical vulnerability emerges in the significant gap between its total research impact and the impact of work where it holds leadership (Ni_difference), which is the primary area of concern. This is complemented by a medium-risk exposure to publishing in discontinued journals. According to SCImago Institutions Rankings data, the university's key research strengths are concentrated in Agricultural and Biological Sciences (ranked 12th in Iran), Environmental Science, and Pharmacology, Toxicology and Pharmaceutics. While a specific mission statement was not available for analysis, the identified dependency on external leadership for impact may pose a long-term challenge to a core academic mission of fostering sovereign, excellent, and socially responsible research. The pronounced risk in this area could undermine the institution's ability to build sustainable, internal scientific capacity. By leveraging its clear strengths in research integrity, the university is well-positioned to address this strategic dependency and cultivate a more autonomous and resilient research ecosystem.
The institution presents a Z-score of -0.253, which, while low, is slightly higher than the national average of -0.615. This subtle divergence from the national norm suggests an incipient vulnerability. Although the rate is not alarming, it indicates that the institution shows slightly more activity in this area than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor elevation warrants a review to ensure that all affiliations are strategically sound and not early signals of practices like “affiliation shopping” aimed at inflating institutional credit.
With a Z-score of -0.137, the institution demonstrates strong performance, standing in contrast to the national average of 0.777, which falls into a medium-risk category. This suggests a high degree of institutional resilience, where internal quality control mechanisms appear to be successfully mitigating systemic risks observed elsewhere in the country. Retractions can be complex, but this very low rate indicates that the university's pre-publication review processes are robust and effective, preventing the systemic failures or lack of methodological rigor that can lead to a higher incidence of retracted work.
The institution demonstrates an exceptionally low Z-score of -1.363 in this area, well below the national average of -0.262. This result reflects a consistent and healthy pattern of scientific engagement that aligns with a low-risk national context. The data indicates a complete absence of signals related to concerning scientific isolation or 'echo chambers.' This performance confirms that the institution's work is validated by broad external scrutiny rather than internal dynamics, showcasing a strong integration into the global scientific community and avoiding any risk of endogamous impact inflation.
With a Z-score of 0.060, the institution's performance is closely aligned with the national average of 0.094, suggesting its practices reflect a systemic pattern within the country's research environment. This moderate level of publication in discontinued journals constitutes an alert regarding due diligence in selecting dissemination channels. The data indicates that a portion of the institution's scientific production is being channeled through media that may not meet international ethical or quality standards, a shared trend that exposes the institution to reputational risks and points to a need for enhanced information literacy to avoid 'predatory' practices.
The institution's Z-score of -0.644 is slightly elevated compared to the national average of -0.952, though both fall within a low-risk range. This subtle difference suggests an incipient vulnerability, indicating that the institution shows slightly more activity in producing hyper-authored works than its national counterparts. While extensive author lists are legitimate in 'Big Science' contexts, this signal warrants a closer look to ensure that authorship practices remain transparent and accountable, distinguishing necessary massive collaboration from potential author list inflation or 'honorary' authorships.
The institution presents a Z-score of 3.909, a figure that critically exceeds the national average of 0.445. This indicates a severe accentuation of a vulnerability already present in the national research system. A very wide positive gap, where global impact is high but the impact of research led by the institution itself is low, signals a significant sustainability risk. The data strongly suggests that the institution's scientific prestige is heavily dependent and exogenous, not structural. This finding calls for an urgent strategic reflection on whether its current excellence metrics result from genuine internal capacity or from a tactical positioning in collaborations where the institution does not exercise intellectual leadership.
The institution records a Z-score of -1.413, a figure significantly lower than the national average of -0.247. This demonstrates a consistent, low-profile approach to authorship that aligns with a healthy national standard. The complete absence of risk signals in this area indicates that the institution fosters a research environment free from the pressures that can lead to hyperprolificacy. This performance suggests a strong balance between quantity and quality, effectively avoiding risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution.
With a Z-score of -0.268, the institution shows a clear disconnection from the medium-risk national trend, where the average is 1.432. This represents a case of preventive isolation, where the university does not replicate the risk dynamics observed in its environment. By avoiding excessive dependence on its own journals, the institution sidesteps potential conflicts of interest and academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, enhancing its global visibility and reinforcing a commitment to competitive validation over internal 'fast tracks' for publication.
The institution's Z-score of -1.186 is exceptionally low, positioning it well below the national average of -0.390. This result points to a consistent and robust approach to research publication, fully aligned with a low-risk national environment. The absence of signals for this indicator suggests that the institution's researchers are not engaging in data fragmentation or 'salami slicing' to artificially inflate productivity. This reflects a culture that prioritizes the publication of significant, coherent studies over maximizing the volume of minimal publishable units, thereby strengthening the integrity of the scientific record.