| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.934 | 0.401 |
|
Retracted Output
|
0.972 | 0.228 |
|
Institutional Self-Citation
|
5.314 | 2.800 |
|
Discontinued Journals Output
|
3.040 | 1.015 |
|
Hyperauthored Output
|
-1.282 | -0.488 |
|
Leadership Impact Gap
|
-1.105 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
2.229 | 2.965 |
Platov South-Russian State Polytechnic University presents a profile of pronounced contrasts, combining an overall strong performance (Z-score: 0.896) with specific, critical vulnerabilities in its scientific integrity framework. The institution demonstrates exceptional control over operational risks such as multiple affiliations, hyper-authorship, dependency on external impact, hyperprolific authors, and output in institutional journals, where its performance significantly surpasses national averages. These strengths are reflected in its solid positioning within the Russian Federation according to SCImago Institutions Rankings data, particularly in Chemistry, Earth and Planetary Sciences, and Environmental Science. However, this robust foundation is severely undermined by significant-risk indicators in retracted output, institutional self-citation, and publication in discontinued journals. These weaknesses directly challenge the University's mission to uphold "high-level requirements" and "intellectual, moral, spiritual and social education," as they suggest systemic gaps in quality control and ethical oversight. To fully align its practices with its stated mission of excellence and innovation, the institution must leverage its operational strengths to urgently address these integrity red flags, thereby safeguarding its reputation and ensuring the long-term value of its scientific contributions.
The institution exhibits a Z-score of -0.934, indicating a very low risk in this area, which contrasts sharply with the national average of 0.401. This demonstrates a case of preventive isolation, where the University does not replicate the risk dynamics commonly observed in its national environment. While multiple affiliations can be legitimate, disproportionately high rates often signal strategic attempts to inflate institutional credit. The institution's low score suggests the presence of clear and effective affiliation policies that promote transparency and prevent practices like “affiliation shopping,” thereby maintaining a governance standard independent of the country's situation.
With a Z-score of 0.972, the institution shows a significant risk level that is considerably higher than the national average of 0.228. This pattern suggests a risk accentuation, where the University amplifies vulnerabilities already present in the national system. Retractions are complex, but a rate significantly higher than the average alerts to a potential systemic failure in quality control mechanisms prior to publication. This high score indicates a critical vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific credibility.
The institution's Z-score of 5.314 is exceptionally high, marking it as a global red flag and placing it well above the already significant national average of 2.800. This indicates that the University leads risk metrics in a country already highly compromised in this area. While some self-citation is natural, this disproportionately high rate signals a concerning scientific isolation or an 'echo chamber' where work is validated without sufficient external scrutiny. This value warns of a critical risk of endogamous impact inflation, suggesting that the institution's academic influence may be artificially oversized by internal dynamics rather than by recognition from the global scientific community.
The University presents a Z-score of 3.040, a significant risk level that amplifies the medium-risk trend observed at the national level (1.015). This constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A high Z-score indicates that a significant portion of the institution's scientific production is being channeled through media that fail to meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need to improve information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality publications.
With a Z-score of -1.282, the institution demonstrates a very low risk, which is consistent with and even improves upon the low-risk national standard (-0.488). This low-profile consistency shows that the absence of risk signals aligns with the national norm. It indicates a healthy and transparent approach to authorship, effectively distinguishing between necessary large-scale collaboration and questionable practices like 'honorary' authorship. This responsible management of author lists ensures that individual accountability is maintained, reinforcing the integrity of its research output.
The institution's Z-score of -1.105 signifies a very low risk, indicating that its scientific impact is strongly tied to research where it exercises intellectual leadership. This performance represents a preventive isolation from the national trend, where a medium-risk score of 0.389 suggests a wider dependency on external partners for impact. The University's profile points to a sustainable model of scientific prestige built on genuine internal capacity, successfully avoiding the risk of its excellence metrics being dependent on strategic positioning in collaborations rather than its own structural capabilities.
The institution shows a very low-risk Z-score of -1.413, a figure that aligns with the low-risk national standard (-0.570). This low-profile consistency demonstrates a healthy balance between productivity and quality. By avoiding extreme individual publication volumes, the University mitigates risks such as coercive authorship, data fragmentation, or the assignment of authorship without meaningful participation. This reinforces a culture that prioritizes the integrity of the scientific record over the inflation of quantitative metrics.
With a Z-score of -0.268, the institution displays a very low reliance on its own journals for publication, effectively isolating itself from the medium-risk practice observed at the national level (0.979). This approach demonstrates a strong commitment to independent, external peer review and global visibility. By avoiding potential conflicts of interest and academic endogamy, the University ensures its scientific production is validated through standard competitive channels, strengthening its credibility and preventing the use of internal journals as 'fast tracks' to inflate publication counts.
The institution's Z-score of 2.229 indicates a medium-level risk, but this figure demonstrates relative containment when compared to the significant-risk national average of 2.965. Although risk signals exist, the University operates with more order than the national average. The score suggests that while the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity ('salami slicing') may be present, the institution appears to manage this vulnerability with greater control than its peers, indicating that the problem is less systemic than in the broader national context.
