| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.446 | 0.236 |
|
Retracted Output
|
-0.230 | -0.094 |
|
Institutional Self-Citation
|
1.291 | 0.385 |
|
Discontinued Journals Output
|
-0.266 | -0.231 |
|
Hyperauthored Output
|
-0.944 | -0.212 |
|
Leadership Impact Gap
|
-0.577 | 0.199 |
|
Hyperprolific Authors
|
0.254 | -0.739 |
|
Institutional Journal Output
|
1.579 | 0.839 |
|
Redundant Output
|
-0.279 | -0.203 |
The Universidade Federal de Santa Maria demonstrates a robust and largely healthy scientific integrity profile, with an overall risk score of -0.009 that indicates close alignment with global benchmarks. The institution exhibits significant strengths and resilience, particularly in its prudent management of authorship practices, selection of publication venues, and the development of independent research impact, often outperforming national averages in these areas. This solid foundation is reflected in its outstanding performance in the SCImago Institutions Rankings, where it holds national Top 10 positions in critical fields such as Physics and Astronomy, Veterinary, and Dentistry. However, this profile of excellence is contrasted by medium-level risks in Institutional Self-Citation, Hyperprolific Authors, and Output in Institutional Journals. These vulnerabilities, suggesting tendencies toward academic endogamy and pressure for quantitative output, could subtly undermine the core mission of "building and disseminating knowledge... to contribute to the development of society." An over-reliance on internal validation channels and metrics may limit the broad, innovative societal impact the mission espouses. By leveraging its clear operational strengths to address these specific areas of high exposure, the University can further solidify its role as a national leader committed to sustainable and transparent knowledge creation.
The institution presents a Z-score of -0.446, contrasting with the national average of 0.236. This demonstrates a notable institutional resilience, as the University maintains a low-risk profile in an area where the country shows moderate risk signals. While multiple affiliations can be legitimate, the national trend points towards a systemic risk of using them to inflate institutional credit. The University’s controlled rate suggests that its internal governance and partnership policies effectively mitigate this pressure, preventing practices like “affiliation shopping” and ensuring that collaborations are substantive rather than purely strategic.
With a Z-score of -0.230, which is lower than the national average of -0.094, the institution exhibits a prudent profile regarding publication integrity. This superior performance, even within a low-risk context, suggests that the University's quality control mechanisms prior to publication are more rigorous than the national standard. Retractions can signal systemic failures in supervision or methodological rigor. The institution's very low rate indicates that its integrity culture is effective at preventing the kind of recurring malpractice or error that would otherwise require corrective action post-publication, safeguarding its scientific reputation.
The institution's Z-score for this indicator is 1.291, significantly higher than the national average of 0.385. This reveals a high exposure to risks associated with academic insularity. Although both the institution and the country are in a medium-risk category, the University is more prone to this behavior. A certain level of self-citation is natural, but this disproportionately high rate warns of a potential 'echo chamber' where work is validated internally without sufficient external scrutiny. This dynamic risks creating an endogamous impact, where the institution's perceived influence is inflated by internal citation patterns rather than by recognition from the global scientific community.
The institution's Z-score of -0.266 is statistically similar to the national average of -0.231, indicating a state of statistical normality. This alignment shows that the institution's risk level in this area is as expected for its context. A high rate of publication in discontinued journals can be a critical alert for a lack of due diligence in selecting dissemination channels. The institution's low and standard rate suggests its researchers generally avoid channeling their work through media that fail to meet international ethical or quality standards, thus protecting its reputation from association with predatory or low-quality practices.
The institution shows a Z-score of -0.944, which is substantially lower than the national average of -0.212. This reflects a prudent profile and suggests that the institution manages its authorship attribution with more rigor than the national standard. While extensive author lists are normal in "Big Science," their appearance elsewhere can signal author list inflation, which dilutes accountability. The University's exceptionally low score indicates strong internal norms that likely distinguish clearly between necessary massive collaboration and questionable 'honorary' authorship, thereby promoting transparency and individual responsibility.
With a Z-score of -0.577, the institution demonstrates strong institutional resilience, especially when compared to the national average of 0.199, which signals a medium-level risk. A wide positive gap suggests that an institution's prestige is dependent on external partners where it does not hold intellectual leadership. The University’s negative score indicates the opposite: the impact of research it leads is robust, signaling that its scientific excellence is a result of genuine internal capacity. This acts as an effective filter against the national trend of dependency, proving its scientific prestige is structural and sustainable.
The institution's Z-score of 0.254 marks a moderate deviation from the national average of -0.739. This discrepancy, with the institution showing a medium-level risk in a low-risk national environment, suggests it has a greater sensitivity to factors encouraging extreme publication volumes. While high productivity can be legitimate, extreme volumes challenge the limits of meaningful intellectual contribution. This alert points to potential imbalances between quantity and quality and the risk of practices like coercive authorship or assigning credit without real participation, which prioritize metrics over the integrity of the scientific record and warrant a review of internal incentive structures.
The institution's Z-score of 1.579 is considerably higher than the national average of 0.839, indicating high exposure to the risks of academic endogamy. While publishing in institutional journals is a shared practice at the national level, the University is significantly more prone to it. This excessive dependence raises potential conflicts of interest, as the institution acts as both judge and party. The high score warns that these internal channels might be used as 'fast tracks' to inflate publication records without undergoing standard, independent external peer review, thereby limiting the global visibility and competitive validation of its research.
The institution has a Z-score of -0.279, which is below the national average of -0.203. This demonstrates a prudent profile, indicating that the institution manages its publication practices with more rigor than the national standard. A high rate of bibliographic overlap often points to 'salami slicing,' where a study is fragmented into minimal units to inflate productivity, a practice that distorts scientific evidence. The University's lower-than-average score suggests a culture that prioritizes the publication of significant, coherent new knowledge over artificially increasing output volume, thereby better upholding the integrity of the scientific literature.