| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.413 | 0.401 |
|
Retracted Output
|
0.079 | 0.228 |
|
Institutional Self-Citation
|
3.146 | 2.800 |
|
Discontinued Journals Output
|
-0.340 | 1.015 |
|
Hyperauthored Output
|
-0.437 | -0.488 |
|
Leadership Impact Gap
|
0.222 | 0.389 |
|
Hyperprolific Authors
|
-0.959 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
6.032 | 2.965 |
Kirov Military Medical Academy presents a dualistic profile in scientific integrity, with an overall risk score of 0.240 indicating a generally controlled environment punctuated by critical vulnerabilities. The institution demonstrates notable strengths in operational diligence, exhibiting very low-risk levels in publishing within discontinued or institutional journals and in the prevalence of hyperprolific authors. These positive aspects suggest robust internal governance in selecting publication venues and managing authorship standards. However, this operational soundness is severely undermined by two significant red flags: an extremely high rate of institutional self-citation and an alarming rate of redundant output (salami slicing), both of which far exceed the already high national averages. According to SCImago Institutions Rankings data, the Academy holds strong national positions in key thematic areas, including Psychology, Pharmacology, Toxicology and Pharmaceutics, and Medicine. While a specific mission statement was not available for analysis, these critical integrity risks directly threaten the core tenets of any academic mission centered on excellence and social responsibility. An over-reliance on self-citation creates an academic 'echo chamber' that is antithetical to the pursuit of globally recognized excellence, while redundant publishing prioritizes metric inflation over the creation of meaningful knowledge, undermining social trust. To secure its scientific legacy, the Academy is advised to leverage its clear operational strengths to implement targeted reforms that address these critical issues of citation and publication strategy, thereby aligning its practices with its evident research potential.
The institution exhibits a low rate of multiple affiliations, with a Z-score of -0.413, which contrasts favorably with the medium-risk national average of 0.401. This suggests the presence of effective institutional resilience, where internal control mechanisms appear to successfully mitigate the systemic risks of affiliation inflation that are more prevalent in the national context. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this controlled rate indicates that the Academy is effectively avoiding strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby maintaining a clear and transparent representation of its collaborative footprint.
With a Z-score of 0.079, the institution's rate of retracted output is in the medium-risk category but remains significantly below the national average of 0.228. This points to a differentiated management approach, where the Academy moderates a risk that appears more common across the country. Retractions are complex events, and a moderate rate suggests that quality control mechanisms prior to publication may have areas for improvement. However, by keeping this indicator below the national trend, the institution demonstrates a comparatively stronger capacity to prevent the systemic failures, potential malpractice, or lack of methodological rigor that can lead to a higher volume of retractions.
The Academy's rate of institutional self-citation represents a critical integrity risk, with a Z-score of 3.146 that is not only significant but also exceeds the already high national average of 2.800. This finding constitutes a global red flag, indicating that the institution leads risk metrics in a country already highly compromised by this practice. A certain level of self-citation is natural, but this disproportionately high rate signals a concerning scientific isolation or an 'echo chamber' where the institution validates its own work without sufficient external scrutiny. This practice creates a severe risk of endogamous impact inflation, suggesting that the institution's perceived academic influence may be oversized by internal dynamics rather than by genuine recognition from the global scientific community.
The institution demonstrates exceptional performance in avoiding discontinued journals, with a very low-risk Z-score of -0.340, in stark contrast to the medium-risk national average of 1.015. This wide gap signifies a state of preventive isolation, where the center does not replicate the risk dynamics observed in its environment. This result indicates that the Academy exercises strong due diligence in selecting dissemination channels. By doing so, it effectively avoids channeling its scientific production through media that fail to meet international ethical or quality standards, thereby protecting itself from the severe reputational risks and wasted resources associated with 'predatory' or low-quality publishing practices.
The institution's rate of hyper-authored output is low, with a Z-score of -0.437, yet it is slightly above the national average of -0.488. This subtle difference points to an incipient vulnerability, suggesting the center shows early signals that warrant review before they escalate. Outside of 'Big Science' contexts where extensive author lists are normal, a rising rate can indicate author list inflation, which dilutes individual accountability and transparency. This minor elevation serves as a proactive signal to ensure that collaborative practices remain legitimate and to prevent the normalization of 'honorary' or political authorship.
The institution shows a moderate gap between its total impact and the impact of its leadership-driven output, with a Z-score of 0.222. This value is notably lower than the national average of 0.389, indicating a differentiated management of its research portfolio. A wide positive gap can signal a sustainability risk where prestige is dependent on external partners rather than internal capacity. By maintaining a smaller gap than its national peers, the Academy demonstrates a healthier balance, suggesting its scientific excellence is more structurally rooted in its own intellectual leadership and less reliant on a strategic positioning in collaborations where it does not lead.
With a Z-score of -0.959, the institution displays a very low rate of hyperprolific authors, performing even better than the low-risk national standard of -0.570. This demonstrates low-profile consistency, where the absence of risk signals aligns with and improves upon the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The Academy's very low score in this area is a strong positive indicator, suggesting it successfully avoids potential imbalances between quantity and quality and mitigates risks such as coercive authorship or the assignment of authorship without real participation, thus protecting the integrity of its scientific record.
The Academy has a very low rate of output in its own institutional journals, reflected in a Z-score of -0.268. This stands in sharp contrast to the medium-risk national trend, where the average score is 0.979. This disparity highlights a state of preventive isolation, as the institution clearly avoids replicating a risk dynamic prevalent in its environment. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy. The Academy's low score indicates a commitment to independent external peer review, which enhances the global visibility and competitive validation of its research while avoiding the use of internal channels as potential 'fast tracks' to inflate publication counts.
The rate of redundant output, or 'salami slicing,' is the most severe risk identified for the institution. Its Z-score of 6.032 is exceptionally high and more than doubles the significant national average of 2.965. This metric is a global red flag, positioning the Academy as a leader in a critical risk within a country already highly exposed to this issue. Massive and recurring bibliographic overlap between publications indicates the practice of fragmenting a coherent study into minimal publishable units to artificially inflate productivity. This behavior severely distorts the available scientific evidence, overburdens the peer review system, and signals a strategic prioritization of volume over the generation of significant new knowledge, requiring urgent intervention.
