| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.596 | 0.401 |
|
Retracted Output
|
0.220 | 0.228 |
|
Institutional Self-Citation
|
2.067 | 2.800 |
|
Discontinued Journals Output
|
-0.102 | 1.015 |
|
Hyperauthored Output
|
-0.146 | -0.488 |
|
Leadership Impact Gap
|
1.651 | 0.389 |
|
Hyperprolific Authors
|
-1.018 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
3.354 | 2.965 |
Kazan State Medical University presents a complex scientific integrity profile, marked by a moderate overall risk score of 0.323. The institution demonstrates commendable strengths in areas of individual and institutional conduct, showing very low risk in the rates of hyperprolific authors and publication in its own journals, and effectively avoiding discontinued or predatory publishing channels. However, these strengths are counterbalanced by significant vulnerabilities, most critically a high rate of redundant output (salami slicing), and medium-level risks related to multiple affiliations, retractions, self-citation, and a notable dependency on external collaborations for research impact. According to SCImago Institutions Rankings data, the university's thematic strengths are clearly concentrated in health and life sciences, with its highest national rankings in Pharmacology, Toxicology and Pharmaceutics (22nd), Medicine (27th), and Psychology (36th). While these specializations provide a strong foundation, the identified integrity risks, particularly the practice of fragmenting research to inflate publication volume, directly challenge the pursuit of academic excellence and social responsibility inherent in any university's mission. To fully leverage its thematic leadership, it is recommended that the university undertake a targeted review of its publication and authorship policies, focusing on mitigating the most severe risks to ensure that its quantitative output is matched by qualitative impact and unwavering scientific integrity.
The institution's Z-score of 0.596 is higher than the national average of 0.401, indicating that it is more prone to showing alert signals in this area than its peers within the Russian Federation. This suggests a higher exposure to the risks associated with this practice. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The university should review its affiliation policies to ensure they promote genuine collaboration and transparently reflect the substantive contributions of its researchers.
With a Z-score of 0.220, the institution's performance is almost identical to the national average of 0.228. This alignment suggests that the university's experience with retractions reflects a systemic pattern of shared practices or challenges at a national level. Retractions are complex events, and some can signify responsible supervision and the correction of honest errors. However, a sustained medium risk level indicates that quality control mechanisms prior to publication may be facing vulnerabilities common across the country, highlighting a need to reinforce the institutional integrity culture to prevent recurring malpractice or a lack of methodological rigor.
The university's Z-score of 2.067, while indicating a medium risk, is notably lower than the country's significant-risk average of 2.800. This demonstrates a degree of relative containment, suggesting the institution operates with more control than the national standard. A certain level of self-citation is natural and reflects the continuity of research lines. Nevertheless, the current score warns of a potential for scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. The university is managing this risk better than its national peers but should continue to foster external engagement to avoid any perception of endogamous impact inflation.
Kazan State Medical University shows strong institutional resilience in this area, with a low-risk Z-score of -0.102 that contrasts sharply with the medium-risk national average of 1.015. This performance indicates that its internal control mechanisms are effectively mitigating systemic risks prevalent in the country. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. By maintaining a very low rate, the university successfully protects its reputation and resources from 'predatory' or low-quality practices, ensuring its scientific production is channeled through reputable media.
The institution's Z-score of -0.146, while within the low-risk category, is higher than the national average of -0.488, pointing to an incipient vulnerability. This suggests that while not yet a major issue, the university shows signals that warrant review before they escalate. Outside of 'Big Science' contexts where extensive author lists are standard, a high rate can indicate author list inflation, which dilutes individual accountability. This indicator serves as a signal to proactively ensure that authorship practices remain transparent and distinguish necessary collaboration from 'honorary' attributions.
With a Z-score of 1.651, the institution's gap is significantly wider than the national average of 0.389, indicating a high exposure to risks related to research dependency. A very wide positive gap suggests that while the university's global impact is notable, the impact of research led by its own staff is comparatively low. This signals a sustainability risk, where scientific prestige may be dependent and exogenous, not structural. This finding invites a strategic reflection on whether the institution's excellence metrics result from its own internal capacity or from positioning in collaborations where it does not exercise primary intellectual leadership.
The university demonstrates an exemplary profile in this area, with a very low-risk Z-score of -1.018 that is well below the low-risk national average of -0.570. This low-profile consistency shows the absence of risk signals and aligns with a national environment of control. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks such as coercive authorship or authorship assigned without real participation. The institution's excellent score indicates a healthy balance between productivity and scientific integrity, fostering an environment where quality is prioritized over sheer quantity.
The institution exhibits a clear case of preventive isolation, with a very low-risk Z-score of -0.268 that stands in stark contrast to the medium-risk national environment (0.979). This shows the university does not replicate the risk dynamics observed elsewhere in the country. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy by bypassing independent external peer review. By effectively avoiding this practice, the university ensures its research is validated through standard competitive channels, enhancing its global visibility and credibility.
This indicator represents a global red flag and the most critical risk for the institution. Its significant-risk Z-score of 3.354 not only surpasses the already highly compromised national average of 2.965 but also positions the university as a leader in this problematic metric. A high value alerts to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This behavior distorts the available scientific evidence and overburdens the review system. It is imperative that the institution urgently audits its publication practices to address this issue, which prioritizes volume over the generation of significant new knowledge.
