| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.979 | 0.401 |
|
Retracted Output
|
0.408 | 0.228 |
|
Institutional Self-Citation
|
5.514 | 2.800 |
|
Discontinued Journals Output
|
0.484 | 1.015 |
|
Hyperauthored Output
|
-1.281 | -0.488 |
|
Leadership Impact Gap
|
-0.119 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
5.207 | 2.965 |
Tula State University presents a profile of pronounced contrasts, combining areas of exceptional scientific integrity with critical vulnerabilities that require immediate attention. With an overall score of 0.419, the institution demonstrates robust control in areas such as affiliation management, authorship practices, and reliance on institutional journals, effectively insulating itself from several national risk trends. These strengths are foundational. However, this positive performance is severely undermined by significant-risk indicators in Institutional Self-Citation and Redundant Output, which far exceed the already high national averages. These practices suggest a potential focus on quantitative metrics over qualitative impact, which could compromise the credibility of its research. The university's recognized thematic strengths in Chemistry, Engineering, and Mathematics, as per SCImago Institutions Rankings data, provide a solid academic base. Yet, the identified integrity risks directly challenge any institutional mission centered on excellence and social responsibility, as they can create a perception of inflated impact and hinder genuine knowledge contribution. To secure its long-term reputation, it is crucial for the university to leverage its procedural strengths to implement corrective measures that address these endogamous and publication-related vulnerabilities, thereby aligning its operational practices with its academic potential.
The institution's Z-score is -0.979, in stark contrast to the national average of 0.401. This result indicates a commendable case of preventive isolation, where the university does not replicate the risk dynamics observed in its national environment. While multiple affiliations can be legitimate, disproportionately high rates often signal strategic attempts to inflate institutional credit. Tula State University's very low score suggests its affiliation practices are clear and transparent, avoiding the "affiliation shopping" trend that appears more prevalent at the country level and reinforcing the integrity of its institutional collaborations.
With a Z-score of 0.408, which is higher than the national average of 0.228, the institution shows a high exposure to the factors leading to retractions. Although both the university and the country fall within a medium-risk band, the university's score indicates a greater sensitivity to this issue than its peers. Retractions are complex events, but a rate significantly higher than the average alerts to a potential vulnerability in the institution's integrity culture. This suggests that quality control mechanisms prior to publication may be failing more frequently than elsewhere, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The institution exhibits a Z-score of 5.514, a figure that dramatically surpasses the already significant national average of 2.800. This constitutes a global red flag, positioning the university as a leader in risk metrics within a country already highly compromised by this practice. While some self-citation is natural, this disproportionately high rate signals a critical risk of scientific isolation and the formation of an 'echo chamber' where work is validated without sufficient external scrutiny. Such a high value warns of severe endogamous impact inflation, suggesting that the institution's academic influence may be critically oversized by internal dynamics rather than by recognition from the global scientific community.
The institution's Z-score of 0.484 is notably lower than the national average of 1.015, demonstrating effective and differentiated management of this risk. Although a medium-risk level is still present, the university moderates a practice that appears more common across the country. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. By maintaining a lower rate than its peers, the institution shows better control in avoiding media that do not meet international ethical or quality standards, thereby mitigating some of the severe reputational risks associated with 'predatory' practices.
With a Z-score of -1.281, the institution maintains a very low-risk profile, which is even more robust than the country's low-risk average of -0.488. This demonstrates a low-profile consistency, where the absence of risk signals aligns with, and improves upon, the national standard. Outside of "Big Science" contexts, high rates in this indicator can signal author list inflation, which dilutes accountability. The university's excellent result indicates that its authorship practices are transparent and appropriately scaled, showing no signs of 'honorary' or political authorship and ensuring clear individual accountability in its research.
The institution's Z-score of -0.119 contrasts favorably with the national average of 0.389, showcasing institutional resilience. While the national context suggests a systemic risk of depending on external partners for impact, the university's low-risk score indicates that its control mechanisms are effectively mitigating this trend. A wide positive gap signals that scientific prestige is dependent and exogenous. Tula State University's balanced score, however, suggests that its excellence metrics result from real internal capacity and that it exercises intellectual leadership in its collaborations, ensuring its scientific prestige is both structural and sustainable.
The institution records a Z-score of -1.413, a very low-risk value that is significantly better than the national low-risk average of -0.570. This result reflects a low-profile consistency, indicating that the university's research environment is not only aligned with the national standard but exceeds it in terms of integrity. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or a focus on quantity over quality. The absence of this signal at the university suggests a healthy research culture where productivity is balanced with scientific rigor and the integrity of the academic record is upheld.
With a Z-score of -0.268, the institution operates with a very low risk, standing in sharp contrast to the medium-risk national average of 0.979. This demonstrates a clear case of preventive isolation, as the university avoids a risk dynamic that is more common in its environment. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy, bypassing independent peer review. The university's minimal reliance on such channels reinforces its commitment to external validation, enhances the global visibility and credibility of its research, and avoids the use of internal publications as 'fast tracks' to inflate academic output.
The institution's Z-score of 5.207 is alarmingly high, positioning it as a global red flag by drastically exceeding the country's already significant-risk average of 2.965. This score indicates that the university is a leader in a highly compromised national environment. Massive and recurring bibliographic overlap between publications typically indicates data fragmentation or 'salami slicing,' a practice of dividing a single study into minimal units to artificially inflate productivity. This critical value alerts to a potential systemic practice that not only distorts the available scientific evidence but also overburdens the review system, prioritizing publication volume over the generation of significant new knowledge.