| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.540 | 0.401 |
|
Retracted Output
|
0.023 | 0.228 |
|
Institutional Self-Citation
|
0.632 | 2.800 |
|
Discontinued Journals Output
|
-0.468 | 1.015 |
|
Hyperauthored Output
|
0.685 | -0.488 |
|
Leadership Impact Gap
|
3.644 | 0.389 |
|
Hyperprolific Authors
|
-0.752 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
0.386 | 2.965 |
Northern State Medical University presents a complex integrity profile characterized by notable strengths in procedural diligence but marked by a critical strategic vulnerability. With an overall risk score of 0.233, the institution demonstrates a capacity for responsible research conduct, particularly in its selection of publication venues and management of author productivity, where it outperforms national averages. Key strengths are evident in the very low rates of publication in discontinued journals and institutional journals, indicating a robust defense against predatory practices and academic endogamy. However, this positive operational control is contrasted by a significant risk in the gap between its total research impact and the impact of work where it holds intellectual leadership. This suggests a strong dependency on external collaborations for scientific prestige. The University's main areas of output, as identified by SCImago Institutions Rankings data, are Medicine and Social Sciences. The identified dependency risk poses a long-term challenge to any institutional mission centered on achieving sovereign excellence and sustainable scientific leadership. To secure its future, the University is advised to leverage its demonstrated procedural strengths to build and promote its own research lines, thereby transforming its collaborative role from a participant to a leader and ensuring its impact is both structural and self-sustaining.
The institution's Z-score for this indicator is 1.540, while the national average is 0.401. This result indicates that the University is more prone to this risk factor than its national peers, even though both operate within a medium-risk context. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this heightened rate suggests a need for internal review. The data points to a potential strategic over-reliance on this practice, which, if not carefully managed, can signal attempts to inflate institutional credit or engage in “affiliation shopping,” thereby diluting the institution's core academic identity.
With a Z-score of 0.023, the institution demonstrates significantly better control over publication retractions compared to the national average of 0.228. This suggests a differentiated and more effective management of research quality. Retractions are complex events, but a rate notably lower than the national trend, which also sits at a medium-risk level, points towards more robust pre-publication quality control and supervision mechanisms. This performance indicates that, compared to its peers, the University's integrity culture is more successful at preventing the systemic failures or methodological lapses that often lead to retractions.
The University exhibits a Z-score of 0.632, a moderate value that stands in stark contrast to the Russian Federation's significant-risk average of 2.800. This demonstrates a relative containment of self-citation practices within an environment where they are a systemic issue. A certain level of self-citation is natural, reflecting ongoing research lines. However, the institution's ability to keep this rate moderate suggests it is successfully avoiding the more severe forms of scientific isolation or 'echo chambers' prevalent nationally. This indicates a healthier balance between internal validation and external scrutiny, though continued monitoring is advisable to prevent the risk of endogamous impact inflation.
The institution shows exceptional performance in this area with a Z-score of -0.468, signifying a very low risk. This is a clear point of preventive isolation from a risk dynamic observed at the national level, where the average score is 1.015 (medium risk). This result indicates that the University's researchers and administrators exercise strong due diligence in selecting dissemination channels. By effectively avoiding journals that fail to meet international ethical or quality standards, the institution protects its reputation and ensures its scientific output is not wasted on 'predatory' or low-quality platforms, a practice that appears to be a more common vulnerability in its environment.
With a Z-score of 0.685, the institution presents a moderate deviation from the national standard, which at -0.488 shows a low incidence of this risk. This suggests the University has a greater sensitivity to factors leading to hyper-authorship than its peers. While extensive author lists are legitimate in 'Big Science', their appearance outside these contexts can indicate author list inflation, which dilutes individual accountability. This discrepancy warrants a review to distinguish between necessary massive collaboration and the potential for 'honorary' or political authorship practices that may not be prevalent elsewhere in the country.
The institution's Z-score of 3.644 is a significant-risk outlier, sharply accentuating a vulnerability that is only moderately present in the national system (Z-score of 0.389). This wide positive gap signals a critical sustainability risk, as the University's scientific prestige appears highly dependent and exogenous, not structural. This result strongly suggests that while the institution participates in high-impact research, it does not exercise intellectual leadership in it. This finding calls for urgent strategic reflection on how to build genuine internal capacity to ensure that its excellence metrics reflect its own scientific authority rather than a strategic positioning in collaborations led by others.
The University maintains a prudent profile in this area, with a Z-score of -0.752, which is lower than the national average of -0.570. This indicates that the institution manages its research processes with more rigor than the national standard. The lower incidence of hyperprolific authors suggests a healthy balance between quantity and quality. This performance mitigates risks such as coercive authorship or the assignment of authorship without real participation, pointing to an environment that prioritizes the integrity of the scientific record over the simple inflation of publication metrics.
With a Z-score of -0.268, the institution demonstrates a very low reliance on its own journals, effectively isolating itself from a risk that is more common nationally (country Z-score of 0.979). This is a significant strength, as it avoids potential conflicts of interest where the institution acts as both judge and party. By channeling its research through external, independent peer-review processes, the University ensures competitive validation and enhances its global visibility. This practice prevents academic endogamy and the use of internal channels as 'fast tracks' to inflate CVs, reinforcing a culture of meritocratic and transparent dissemination.
The institution's Z-score for redundant output is 0.386, a moderate value that indicates relative containment when compared to the significant-risk national average of 2.965. This suggests that while some signals of data fragmentation or 'salami slicing' may exist, the University operates with more order than the national context. The ability to moderate this practice, which artificially inflates productivity at the expense of scientific substance, points to more effective internal controls or ethical guidelines. It shows a greater commitment to producing significant new knowledge rather than prioritizing publication volume, a clear point of differentiation from the systemic national trend.