North-Western State Medical University

Region/Country

Eastern Europe
Russian Federation
Universities and research institutions

Overall

0.080

Integrity Risk

medium

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.257 0.401
Retracted Output
0.098 0.228
Institutional Self-Citation
0.538 2.800
Discontinued Journals Output
-0.283 1.015
Hyperauthored Output
0.538 -0.488
Leadership Impact Gap
2.719 0.389
Hyperprolific Authors
-1.297 -0.570
Institutional Journal Output
-0.268 0.979
Redundant Output
1.998 2.965
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

North-Western State Medical University presents a robust scientific integrity profile, with an overall risk score of 0.080 that indicates a performance significantly superior to the national context. The institution demonstrates exceptional control over key risk areas, particularly in its very low rates of hyperprolific authorship and output in institutional journals, effectively isolating itself from systemic vulnerabilities prevalent in the country. This strong governance foundation aligns with its mission to cultivate "high morality and spirituality" in Russian doctors. The University's academic strengths, evidenced by its high national rankings in Medicine, Psychology, and Pharmacology, Toxicology and Pharmaceutics according to SCImago Institutions Rankings data, are well-supported by this culture of integrity. However, strategic attention is required for two areas of concern: a moderate rate of hyper-authored output and a significant dependency on external partners for research impact. These factors could challenge the long-term sustainability of its "innovative scientific activity" and dilute individual accountability. To fully realize its vision of excellence, the University is advised to leverage its solid integrity framework to foster greater internal research leadership and refine its authorship policies, ensuring its prestigious reputation is built upon a foundation of both ethical conduct and sovereign scientific capacity.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution demonstrates a Z-score of -0.257, which is well below the national average of 0.401. This contrast suggests a high degree of institutional resilience, as control mechanisms appear to be successfully mitigating the systemic risks observed across the country. While multiple affiliations can be a legitimate outcome of collaboration, the University's low rate indicates that it is not exposed to the national trend where disproportionately high rates can signal strategic attempts to inflate institutional credit or engage in “affiliation shopping.” This prudent approach reinforces the transparency and clarity of its research contributions.

Rate of Retracted Output

With a Z-score of 0.098, the institution's rate of retractions is lower than the national average of 0.228, although both fall within a medium-risk band. This indicates a differentiated management approach, where the University moderates risks that appear more common in the country. Retractions are complex events, and a rate significantly above average can alert to a vulnerability in an institution's integrity culture. In this case, the University’s relative outperformance suggests that its pre-publication quality control mechanisms are more effective than the national standard, though the existing signals warrant continued monitoring to prevent any potential escalation of recurring malpractice or lack of methodological rigor.

Rate of Institutional Self-Citation

The University exhibits a Z-score of 0.538, a figure that signals a contained, medium-level risk, especially when compared to the significant national average of 2.800. This demonstrates a clear case of relative containment, where the institution operates with more order and external engagement than the national norm. A certain level of self-citation is natural, but the country's high average points to a widespread risk of endogamous impact inflation. The University successfully avoids this trend, suggesting its academic influence is validated by the global community rather than being oversized by the internal dynamics of an 'echo chamber'.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.283 stands in stark contrast to the national average of 1.015, indicating a low-risk profile in a medium-risk environment. This performance points to effective institutional resilience, where internal policies or researcher awareness act as a filter against problematic publication practices common in the country. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence. The University's low score shows it is successfully avoiding channels that fail to meet international ethical or quality standards, thereby protecting its reputation and ensuring its resources are not wasted on 'predatory' or low-quality venues.

Rate of Hyper-Authored Output

With a Z-score of 0.538, the institution presents a medium-level risk, which represents a moderate deviation from the low-risk national average of -0.488. This suggests the University shows greater sensitivity to this specific risk factor than its national peers. While extensive author lists are legitimate in 'Big Science' contexts, a high Z-score outside these areas can indicate author list inflation, which dilutes individual accountability. This signal warrants a review to distinguish between necessary massive collaboration and potential 'honorary' authorship practices that could compromise transparency.

Gap between Impact of total output and the impact of output with leadership

The institution's Z-score of 2.719 is significantly higher than the national average of 0.389, despite both being in the medium-risk category. This reveals a high exposure to dependency risk, making the University more prone to this alert than its environment. A wide positive gap, as seen here, signals a potential sustainability risk, suggesting that the institution's scientific prestige may be dependent and exogenous, not structural. This finding invites a strategic reflection on whether its high-impact metrics result from genuine internal capacity or from a positioning in collaborations where the institution does not exercise primary intellectual leadership.

Rate of Hyperprolific Authors

The University's Z-score of -1.297 places it in the very low-risk category, well below the country's low-risk average of -0.570. This demonstrates low-profile consistency, where the complete absence of risk signals aligns with and even improves upon the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or work fragmentation. The institution's excellent result in this area indicates a healthy balance between quantity and quality, reinforcing a research culture that prioritizes the integrity of the scientific record over sheer metrics.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution shows a near-total absence of this risk, marking a clear case of preventive isolation from the medium-risk dynamics observed nationally (Z-score of 0.979). The University does not replicate the risk patterns of its environment, suggesting strong governance. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent peer review. The University's very low score indicates a commitment to external validation and global visibility, avoiding the use of internal channels as potential 'fast tracks' to inflate productivity without standard competitive scrutiny.

Rate of Redundant Output

The institution's Z-score of 1.998, while indicating a medium-level risk, demonstrates relative containment when compared to the country's significant-risk average of 2.965. Although risk signals are present, the University operates with more control than the national average. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing'—the practice of dividing a study into minimal units to artificially inflate productivity. The University's ability to keep this indicator below the critical national threshold suggests that while some instances may occur, it is not a systemic practice, and the institution is better at promoting the publication of significant, coherent new knowledge.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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