| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.941 | 0.236 |
|
Retracted Output
|
-0.296 | -0.094 |
|
Institutional Self-Citation
|
0.522 | 0.385 |
|
Discontinued Journals Output
|
-0.147 | -0.231 |
|
Hyperauthored Output
|
1.109 | -0.212 |
|
Leadership Impact Gap
|
1.162 | 0.199 |
|
Hyperprolific Authors
|
0.109 | -0.739 |
|
Institutional Journal Output
|
0.105 | 0.839 |
|
Redundant Output
|
-0.396 | -0.203 |
The Universidade Federal de Mato Grosso do Sul presents a complex scientific integrity profile, with an overall risk score of 0.117 indicating a landscape of both commendable strengths and areas requiring strategic attention. The institution demonstrates robust control over research quality, with notably low rates of retracted output and redundant publications, suggesting effective internal review processes. However, this is contrasted by medium-risk signals in several areas, particularly a high exposure to institutional self-citation, multiple affiliations, and a significant gap between its overall impact and the impact of research it leads. According to SCImago Institutions Rankings data, the University's scientific excellence is concentrated in key thematic areas, with top-tier national rankings in Chemistry (3rd), Earth and Planetary Sciences (3rd), Computer Science (12th), and Veterinary (18th). While these strengths are foundational, the identified risks—especially those suggesting a dependency on external collaboration for impact and potential inflation of authorship credit—could challenge the core mission "to develop and socialize knowledge, promoting the formation and improvement of human capital." True human capital improvement is rooted in genuine, verifiable, and externally validated scientific contribution. Therefore, a proactive strategy to mitigate these vulnerabilities is essential, allowing the University to leverage its thematic leadership to build a more resilient and transparent culture of scientific integrity.
The institution's Z-score of 0.941 is significantly higher than the national average of 0.236, placing it in a position of high exposure to this risk factor despite both being within the medium-risk category. This suggests that the University is more prone than its national peers to practices that could be perceived as problematic. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this disproportionately high rate signals a need for review. It may indicate strategic attempts to inflate institutional credit or "affiliation shopping," where affiliations are added to papers for prestige rather than substantive contribution, a practice that can dilute the institution's unique identity and misrepresent its research ecosystem.
With a Z-score of -0.296, the institution demonstrates a prudent profile, performing better than the national average of -0.094. This result indicates that the University manages its research processes with more rigor than the national standard. Retractions can be complex, but a low rate suggests that the quality control mechanisms prior to publication are functioning effectively. This is a sign of a healthy integrity culture, where potential methodological flaws or errors are identified and corrected internally, reinforcing the reliability of the institution's scientific output and protecting its reputation.
The institution's Z-score of 0.522 is notably higher than the national average of 0.385, indicating high exposure to this risk within a shared medium-risk context. This pattern suggests the University is more prone to validating its own work without sufficient external scrutiny. While a certain level of self-citation reflects the continuity of research lines, this elevated rate warns of potential scientific isolation or 'echo chambers.' It raises the risk of endogamous impact inflation, where the institution's academic influence may be oversized by internal dynamics rather than by recognition from the broader global scientific community, potentially limiting the reach and validation of its research.
The institution's Z-score of -0.147, while in the low-risk category, is slightly higher than the national average of -0.231, signaling an incipient vulnerability. Although the overall risk is minimal, this subtle increase compared to the national baseline warrants review before it escalates. A growing presence in discontinued journals, even if sporadic, can be an early indicator of insufficient due diligence in selecting publication venues. It suggests a need to reinforce information literacy among researchers to avoid channeling valuable scientific work into media that may not meet international ethical or quality standards, thereby preventing reputational damage and the misallocation of resources.
A moderate deviation is observed in this indicator, with the institution registering a medium-risk Z-score of 1.109 while the national context remains at a low-risk level (-0.212). This discrepancy highlights that the University shows a greater sensitivity to risk factors related to authorship than its peers. Outside of "Big Science" disciplines where extensive author lists are standard, such a pattern can indicate author list inflation. This practice dilutes individual accountability and transparency, creating a risk of 'honorary' or political authorship that undermines the principle of crediting only those with significant intellectual contributions.
The institution shows high exposure to this risk, with a Z-score of 1.162 that is substantially higher than the national average of 0.199. This wide positive gap suggests that while the University's overall impact is notable, its scientific prestige is heavily dependent on external partners and may not be structural. This pattern signals a sustainability risk, inviting 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. Closing this gap is crucial for building a self-reliant and robust research identity.
The institution displays a moderate deviation from the national norm, with a medium-risk Z-score of 0.109 compared to the country's low-risk score of -0.739. This indicates a greater sensitivity to the risks associated with extreme publication volumes. While high productivity can reflect leadership, rates that challenge the limits of human capacity for meaningful intellectual contribution can signal imbalances between quantity and quality. This alert points to potential risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metric accumulation over the integrity of the scientific record.
The University demonstrates differentiated management in this area, with a Z-score of 0.105 that is significantly lower than the national average of 0.839. This indicates that the institution effectively moderates a risk that appears to be more common across the country. By not depending excessively on its own journals, the institution avoids potential conflicts of interest where it would act as both judge and party. This practice promotes independent external peer review, enhances the global visibility of its research, and mitigates the risk of using internal channels as 'fast tracks' to inflate publication counts without standard competitive validation.
With a Z-score of -0.396, which is lower than the national average of -0.203, the institution exhibits a prudent profile in managing redundant publications. This superior performance suggests that its internal processes are more rigorous than the national standard in discouraging data fragmentation. A low rate of massive bibliographic overlap between publications indicates a culture that values significant new knowledge over artificially inflating productivity. This commitment to substantive research strengthens the scientific record and avoids overburdening the peer-review system with minimally distinct outputs.
