| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.158 | 0.401 |
|
Retracted Output
|
-0.024 | 0.228 |
|
Institutional Self-Citation
|
0.997 | 2.800 |
|
Discontinued Journals Output
|
-0.409 | 1.015 |
|
Hyperauthored Output
|
-0.030 | -0.488 |
|
Leadership Impact Gap
|
1.686 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
2.607 | 2.965 |
Saratov State Medical University demonstrates a commendable overall integrity profile, marked by a low aggregate risk score of 0.022. The institution exhibits significant strengths in its publication practices, with exceptionally low-risk indicators for output in discontinued journals, hyperprolific authorship, and use of institutional journals. These results suggest robust internal governance and a strong commitment to quality control, particularly when contrasted with national trends. The university's leadership is evident in the SCImago Institutions Rankings, where it holds prominent national positions in key medical fields, including Dentistry (ranked 9th), Medicine (ranked 47th), and Biochemistry, Genetics and Molecular Biology (ranked 49th). However, strategic vulnerabilities are present, most notably a significant risk of redundant output ('salami slicing') and a medium-risk dependency on external collaboration for research impact. While the institution's specific mission was not localized for this analysis, these risks could challenge universal academic values of originality, research excellence, and sustainable intellectual leadership. By strategically addressing the identified vulnerabilities, particularly in publication ethics and impact autonomy, the University can further secure its reputation as a national leader and ensure its scientific contributions are of enduring value.
The institution presents a Z-score of 0.158, which is notably lower than the national average of 0.401. This indicates a differentiated management approach, where the university successfully moderates a risk that appears more common at the national level. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. The University's more controlled rate suggests that its collaborative practices are better regulated than the national standard, though the medium risk level still warrants ongoing monitoring to ensure affiliations reflect genuine scientific cooperation rather than "affiliation shopping."
With a Z-score of -0.024, the institution shows a low risk of retracted publications, contrasting sharply with the medium-risk national average of 0.228. This demonstrates strong institutional resilience, suggesting that internal quality control mechanisms are effectively mitigating systemic risks present in the wider environment. Retractions can be complex, but a rate significantly higher than average often points to systemic failures in pre-publication review. The University's low score indicates that its integrity culture and methodological rigor are robust, successfully preventing the types of recurring malpractice or error that appear to be a greater challenge for the national system as a whole.
The University's Z-score for this indicator is 0.997, a medium-risk value that nonetheless shows relative containment when compared to the country's significant-risk average of 2.800. This suggests that while some signals of insular citation practices exist, the institution operates with more external validation than the national norm. A certain level of self-citation is natural, but disproportionately high rates can signal 'echo chambers' where work is validated without sufficient external scrutiny. The University's score, while warranting attention, indicates it is less prone to the risk of endogamous impact inflation that appears to be a critical issue across the country.
The institution exhibits an exceptionally low Z-score of -0.409, demonstrating a clear preventive isolation from the medium-risk national trend (1.015). This result signals that the University does not replicate the risk dynamics observed in its environment regarding publication venue selection. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence in choosing dissemination channels. The University's very low score is a testament to its effective information literacy and quality control, successfully protecting its research and reputation from predatory or low-quality publishing practices that pose a tangible risk nationally.
The institution's Z-score of -0.030 is slightly higher than the national average of -0.488, both falling within the low-risk category. This subtle difference points to an incipient vulnerability, where the University shows signals that warrant review before they escalate, even within a generally low-risk context. Outside of "Big Science" disciplines, high rates of hyper-authorship can indicate author list inflation, diluting individual accountability. The University’s score, while not alarming, suggests a need to ensure that authorship practices remain transparent and are based on genuine intellectual contribution rather than honorary or political considerations.
With a Z-score of 1.686, the institution shows a high exposure to this risk, significantly exceeding the national medium-risk average of 0.389. This wide positive gap signals a potential sustainability risk, suggesting that the institution's scientific prestige may be overly dependent on external partners rather than its own structural capacity. A high value here indicates that while overall impact is strong, the impact of research led by the institution itself is comparatively low. This invites a strategic reflection on whether its excellence metrics result from genuine internal capabilities or from a positioning in collaborations where it does not exercise primary intellectual leadership.
The University's Z-score of -1.413 is in the very low-risk category, demonstrating low-profile consistency when compared to the country's low-risk average of -0.570. This absence of risk signals is a positive indicator of a balanced research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or the assignment of authorship without real participation. The institution's very low score strongly suggests that its research culture prioritizes the integrity of the scientific record over the artificial inflation of productivity metrics.
The institution maintains a very low-risk Z-score of -0.268, effectively demonstrating preventive isolation from a practice that registers as a medium risk at the national level (0.979). This indicates the University does not replicate the risk dynamics common in its environment. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent external peer review. The University's minimal reliance on such channels reinforces its commitment to global visibility and competitive validation, avoiding the use of internal publications as potential 'fast tracks' to inflate academic records.
The institution's Z-score of 2.607 places it in the significant-risk category, representing its most critical vulnerability. However, this is an attenuated alert, as the score remains below the even more critical national average of 2.965. This suggests that while the University is a global outlier in this practice, it exercises slightly more control than is typical in its national context. A high value in this indicator alerts to 'salami slicing'—the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This dynamic distorts the scientific evidence base and overburdens the review system, signaling an urgent need to reinforce policies that prioritize significant new knowledge over publication volume.