| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.485 | -0.015 |
|
Retracted Output
|
-0.381 | 0.548 |
|
Institutional Self-Citation
|
-1.849 | 1.618 |
|
Discontinued Journals Output
|
1.965 | 2.749 |
|
Hyperauthored Output
|
1.544 | -0.649 |
|
Leadership Impact Gap
|
6.043 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.980 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-1.186 | 0.793 |
Kazakh National Medical University demonstrates a commendable overall integrity profile, with a low aggregate risk score of 0.290. This performance is anchored in significant strengths across multiple indicators, including exceptionally low rates of retracted output, institutional self-citation, hyperprolific authorship, and redundant publications. These results point to robust internal quality controls and a strong culture of scientific ethics. However, this solid foundation is contrasted by critical vulnerabilities in two specific areas: a significant rate of hyper-authored output and a substantial gap between the impact of its total research output and that led by its own researchers. These challenges must be addressed to fully align with the institution's mission of "educating competitive specialists" and "improving healthcare through integration of advanced educational, scientific and medical technologies." The institution's academic excellence is evident in its SCImago Institutions Rankings, where it holds top-tier national positions in vital fields such as Chemistry (2nd), Medicine (4th), and Pharmacology, Toxicology and Pharmaceutics (4th). To protect and enhance this standing, it is crucial to mitigate the identified risks. An over-reliance on external leadership for impact and potential authorship inflation could undermine the very "competitiveness" and internal capacity the mission seeks to build. By focusing on fostering intellectual leadership and reinforcing authorship transparency, the University can ensure its operational practices fully support its strategic vision of national health leadership.
The institution's rate of multiple affiliations registers a Z-score of -0.485, which, while in the same low-risk category as the national average of -0.015, indicates a more prudent profile. This suggests that the university manages its affiliation processes with greater rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility and collaboration, the institution's controlled rate demonstrates a proactive stance in preventing strategic attempts to inflate institutional credit, ensuring that affiliations transparently reflect genuine scientific partnerships.
With a Z-score of -0.381 for retracted output, the institution demonstrates a strong integrity profile, especially when compared to the national average of 0.548, which indicates a medium risk level. This suggests a successful preventive isolation, where the university does not replicate the risk dynamics observed elsewhere in the country. A rate significantly lower than the global average points to the effectiveness of its quality control mechanisms prior to publication. This performance signifies responsible supervision and a healthy integrity culture, successfully mitigating the systemic vulnerabilities present in the wider national environment.
The institution exhibits a Z-score of -1.849 for institutional self-citation, a value that signals exceptional openness to external validation, particularly when contrasted with the national average of 1.618. This result indicates a clear preventive isolation from the endogamous trends present in the national context. A certain level of self-citation is natural, but the university's very low rate confirms its research is not confined to an 'echo chamber.' This practice demonstrates a commitment to global community recognition over the inflation of impact through internal dynamics, reinforcing the external credibility of its work.
The university shows a Z-score of 1.965 for publications in discontinued journals, which, although indicating a medium risk, represents a degree of relative containment compared to the critical national average of 2.749. This suggests that while the institution is not immune to the issue, it operates with more order than its national peers. Nonetheless, this signal constitutes an alert regarding due diligence in selecting dissemination channels. A high proportion of output in such journals indicates that scientific production may be channeled through media that do not meet international ethical or quality standards, exposing the institution to reputational risks and suggesting a need for improved information literacy.
The institution presents a Z-score of 1.544 for hyper-authored output, a figure that marks a severe discrepancy from the national average of -0.649. This atypical level of risk activity suggests that authorship practices at the university diverge significantly from the national norm and require a deep integrity assessment. When this pattern appears outside 'Big Science' contexts, a high Z-score can indicate author list inflation, a practice that dilutes individual accountability and transparency. It is crucial to investigate whether these patterns correspond to necessary massive collaborations or reflect 'honorary' authorship, which could compromise the integrity of the institution's research record.
With a Z-score of 6.043, the institution shows a critical gap between its overall research impact and the impact of work led by its own researchers, significantly amplifying a vulnerability also present in the national system (Z-score: 0.199). This extremely high value signals a severe sustainability risk, suggesting that the institution's scientific prestige is heavily dependent and exogenous, not structural. This finding invites urgent reflection on whether its high-impact metrics result from real internal capacity or from strategic positioning in collaborations where the institution does not exercise intellectual leadership, a dynamic that could hinder its long-term development.
The institution's Z-score for hyperprolific authors is -1.413, indicating a total operational silence on this risk indicator, a figure even more secure than the already low national average of -0.980. This absence of extreme individual publication volumes suggests a healthy balance between quantity and quality. It confirms that the university's environment does not foster dynamics such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record over the simple inflation of metrics.
The university's rate of publication in its own journals registers a Z-score of -0.268, perfectly matching the national average. This demonstrates an integrity synchrony with its environment, reflecting a shared standard of maximum scientific security in this area. By avoiding excessive dependence on in-house journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This alignment confirms that its scientific production primarily undergoes independent external peer review, ensuring its validation is competitive and its visibility is global.
With a Z-score of -1.186 for redundant output, the institution effectively isolates itself from the medium-risk trend observed at the national level (Z-score: 0.793). This very low value indicates that the university's researchers are not engaging in data fragmentation or 'salami slicing' to artificially inflate productivity. The absence of this practice demonstrates a commitment to publishing significant new knowledge rather than minimal publishable units, a policy that strengthens the quality of available scientific evidence and shows respect for the academic review system.