| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.069 | -0.015 |
|
Retracted Output
|
0.784 | 0.548 |
|
Institutional Self-Citation
|
-0.402 | 1.618 |
|
Discontinued Journals Output
|
3.831 | 2.749 |
|
Hyperauthored Output
|
-0.447 | -0.649 |
|
Leadership Impact Gap
|
1.574 | 0.199 |
|
Hyperprolific Authors
|
-0.486 | -0.980 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-1.186 | 0.793 |
West Kazakhstan Marat Ospanov Medical University demonstrates a solid overall performance profile with a global score of 0.910, reflecting a foundation of scientific integrity alongside specific areas requiring strategic intervention. The institution's primary strengths lie in its exceptional control over academic endogamy, with minimal output in institutional journals and a very low rate of redundant publications, indicating a culture that prioritizes substantive research over artificial volume. This is further complemented by its resilience against the national trend of high institutional self-citation. However, a critical vulnerability is exposed in the significant rate of publications in discontinued journals, which poses a direct reputational threat. This, combined with medium-risk signals in multiple affiliations, retractions, and a dependency on external collaboration for impact, highlights key areas for process improvement. According to SCImago Institutions Rankings data, the University holds a strong position in Medicine, ranking 6th in Kazakhstan. While the institution's specific mission was not available for this analysis, the identified risks, particularly the use of low-quality publication channels, are fundamentally at odds with any mission centered on academic excellence and social responsibility. To safeguard its notable standing in Medicine and enhance its overall integrity profile, it is recommended that the University prioritizes the development of robust policies for selecting publication venues and strengthens its internal quality assurance mechanisms.
The institution presents a Z-score of 0.069, while the national average is -0.015. This indicates a moderate deviation from the national norm, suggesting the University shows a greater sensitivity to the factors driving this risk than its domestic peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a review. It could signal strategic attempts to inflate institutional credit or "affiliation shopping," a practice that, if unmonitored, can distort the perception of the institution's collaborative footprint and research capacity.
With a Z-score of 0.784, which is higher than the national average of 0.548, the institution demonstrates a heightened exposure to this risk indicator. This suggests that the University is more prone to the underlying issues that lead to retractions than its national counterparts. Retractions are complex events, but a rate significantly higher than the average alerts to a potential vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be failing more frequently, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The institution exhibits a Z-score of -0.402, a figure that contrasts sharply with the national average of 1.618. This result demonstrates notable institutional resilience, as control mechanisms appear to be successfully mitigating a systemic risk prevalent across the country. A certain level of self-citation is natural, but by maintaining a low rate, the University effectively avoids the "echo chambers" that can arise from excessive self-validation. This indicates that the institution's academic influence is healthily reliant on global community recognition rather than being inflated by internal dynamics.
The institution's Z-score of 3.831 is a critical alert, significantly surpassing the already high national average of 2.749. This positions the University as a leader in a high-risk practice within a country already compromised in this area. This constitutes a global red flag requiring urgent action. A high proportion of publications in such venues indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for information literacy and due diligence policies to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of -0.447 is within the low-risk band but slightly higher than the national average of -0.649. This points to an incipient vulnerability, where the University shows early signals that warrant review before they escalate. While the current level does not suggest widespread issues, this slight elevation serves as a signal to proactively ensure that authorship practices remain transparent and accountable, distinguishing between necessary collaboration and potential 'honorary' authorship, thereby preventing the dilution of individual responsibility.
With a Z-score of 1.574, considerably above the national average of 0.199, the institution shows high exposure to the risks associated with impact dependency. This wide positive gap—where global impact is high but the impact of research led by the institution itself is comparatively low—signals a potential sustainability risk. The high value suggests that a significant portion of the University's scientific prestige may be dependent and exogenous, rather than structural. This invites reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
The institution shows a Z-score of -0.486, which, while in the low-risk category, represents a slight divergence from the national context, where the average is -0.980. This indicates the presence of risk signals at the University that are largely absent in the rest of the country. While high productivity is not inherently negative, this indicator alerts to potential imbalances between quantity and quality. It points to the need to monitor for risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is perfectly aligned with the national average, also -0.268. This demonstrates a state of integrity synchrony, reflecting a total alignment with a national environment of maximum scientific security in this domain. By avoiding dependence on in-house journals, the University mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production consistently undergoes independent external peer review, reinforcing its commitment to global visibility and competitive validation.
The institution records an exceptionally low Z-score of -1.186, in stark contrast to the medium-risk national average of 0.793. This signifies a state of preventive isolation, where the University successfully avoids replicating risk dynamics observed elsewhere in its environment. The data strongly suggests that the institution's research culture does not encourage data fragmentation or 'salami slicing' to artificially inflate productivity. This commitment to publishing complete, coherent studies rather than minimal publishable units strengthens the scientific record and reflects a focus on generating significant new knowledge over sheer volume.
