| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.508 | -0.785 |
|
Retracted Output
|
0.014 | 0.056 |
|
Institutional Self-Citation
|
1.352 | 4.357 |
|
Discontinued Journals Output
|
1.000 | 2.278 |
|
Hyperauthored Output
|
-0.602 | -0.684 |
|
Leadership Impact Gap
|
4.360 | -0.159 |
|
Hyperprolific Authors
|
-1.179 | -1.115 |
|
Institutional Journal Output
|
-0.268 | 0.154 |
|
Redundant Output
|
1.047 | 2.716 |
Kharkiv National Medical University presents a robust integrity profile, characterized by significant strengths in operational governance and the effective containment of systemic national risks. The institution demonstrates exceptional control over practices such as hyperprolific authorship, multiple affiliations, and publication in institutional journals, indicating a strong internal culture of scientific ethics. However, this solid foundation is contrasted by a critical vulnerability: a significant gap between the impact of its total research output and the impact of work where it holds intellectual leadership. This suggests a heavy reliance on external collaborations for scientific prestige, posing a long-term risk to sustainable excellence. According to SCImago Institutions Rankings data, the university's thematic strengths are concentrated in key medical fields, with Top 10 national rankings in Biochemistry, Genetics and Molecular Biology; Medicine; and Pharmacology, Toxicology and Pharmaceutics. While the institution's mission was not available for this analysis, any commitment to "excellence" and "leadership" is directly challenged by its dependency on external partners for impact. To secure its long-term strategic vision, the university should leverage its clear governance strengths to foster and promote the impact of its own internally-led research, thereby transforming collaborative success into structural, independent leadership.
The institution exhibits a Z-score of -1.508, a figure that indicates an exceptionally low incidence of this practice, even when compared to the already low national average of -0.785. This result suggests a highly stable and transparent research environment. The absence of risk signals in this area, surpassing the national standard, points to clear and well-defined affiliations for its researchers. While multiple affiliations can be a legitimate outcome of collaboration, the university's data shows no signs of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a commendable clarity in its academic partnerships.
With a Z-score of 0.014, the institution's rate of retractions is nearly identical to the national average of 0.056, indicating that its performance aligns with a systemic pattern observed across the country. Retractions are complex events, and this moderate score suggests that the university's pre-publication quality control mechanisms may face vulnerabilities similar to those present in the broader national research ecosystem. This shared risk level highlights a potential systemic weakness in methodological rigor or integrity culture that warrants qualitative verification by management to prevent recurring malpractice.
The university's Z-score for institutional self-citation is 1.352, a moderate value that demonstrates significant control when contrasted with the critical national average of 4.357. This indicates that although some signals of scientific isolation exist, the institution is effectively mitigating the risk of endogamous impact inflation that is highly prevalent in its environment. While a certain level of self-citation is natural, the university's ability to keep this rate in check suggests it operates with more external scrutiny than its national peers, successfully containing the tendency to form 'echo chambers' that can overstate academic influence through internal dynamics.
The institution's Z-score of 1.000 is moderate but notably lower than the national average of 2.278. This suggests a differentiated management approach, where the university is more effective than its national peers at moderating the risk of publishing in questionable outlets. A high proportion of output in discontinued journals is a critical alert regarding due diligence, and the university's better-than-average performance indicates stronger guidance or information literacy programs. Nevertheless, the existing score still points to a need for continued vigilance to ensure research resources are not channeled into media that fail to meet international ethical or quality standards.
With a Z-score of -0.602, the institution maintains a low-risk profile in this area, closely mirroring the national average of -0.684. However, the university's score is slightly higher, pointing to an incipient vulnerability that warrants observation. While extensive author lists are legitimate in certain 'Big Science' fields, this minor signal suggests a need to ensure that authorship practices remain transparent and accountable across all disciplines. It serves as a prompt to preemptively review authorship policies to distinguish between necessary large-scale collaboration and any potential for 'honorary' authorship before the issue escalates.
The institution's Z-score of 4.360 represents a critical anomaly, standing in stark contrast to the low-risk national average of -0.159. This severe discrepancy requires immediate and deep assessment. The extremely high value signals a significant sustainability risk, suggesting that the university's scientific prestige is heavily dependent on external partners and not on its own structural capacity. This wide gap indicates that while the institution participates in high-impact research, it may not be exercising intellectual leadership within those collaborations. This finding urgently invites reflection on whether its excellence metrics are the result of genuine internal capabilities or strategic positioning in partnerships that do not build long-term, independent research strength.
The institution demonstrates total operational silence in this indicator with a Z-score of -1.179, performing even better than the strong national baseline of -1.115. This complete absence of risk signals is a significant strength, indicating a healthy balance between research quantity and quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The university's excellent score confirms that it is free from dynamics such as coercive authorship or the assignment of authorship without real participation, reflecting a culture that prioritizes the integrity of the scientific record over raw metrics.
With a Z-score of -0.268, the institution shows a preventive isolation from a risk that is moderately present at the national level (Z-score of 0.154). This very low rate of publication in its own journals is a strong indicator of good governance. By avoiding dependence on in-house journals, the university effectively sidesteps potential conflicts of interest and academic endogamy. This practice ensures its scientific production consistently undergoes independent external peer review, which enhances its global visibility and confirms that internal channels are not being used as 'fast tracks' to inflate résumés without standard competitive validation.
The university's Z-score of 1.047 indicates a moderate level of risk, but it also shows relative containment of a practice that is a significant problem nationally (country Z-score of 2.716). This suggests that while the institution is not entirely immune to the practice of dividing studies into 'minimal publishable units' to inflate productivity, it exercises more control than its peers. Massive bibliographic overlap, or 'salami slicing,' distorts the scientific record. The university's ability to moderate this trend, in a context where it is highly prevalent, points to a more robust internal standard for what constitutes a significant and coherent contribution to knowledge.