| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.538 | 0.236 |
|
Retracted Output
|
-0.362 | -0.094 |
|
Institutional Self-Citation
|
-0.306 | 0.385 |
|
Discontinued Journals Output
|
0.103 | -0.231 |
|
Hyperauthored Output
|
-0.609 | -0.212 |
|
Leadership Impact Gap
|
-0.028 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.413 | -0.203 |
Universidade do Vale do Taquari presents a robust scientific integrity profile, characterized by an overall risk score of -0.270 that indicates a general alignment with best practices and effective internal controls. The institution demonstrates significant strengths in managing authorship-related risks, with exceptionally low indicators for hyperprolific authors and a prudent profile in hyper-authored and redundant outputs. Furthermore, it shows commendable resilience by avoiding national trends towards institutional self-citation and dependency on external leadership for impact. The primary areas for strategic attention are a medium-risk exposure to multiple affiliations and publications in discontinued journals, which are higher than the national average. These findings are particularly relevant given the University's strong positioning in key thematic areas such as Agricultural and Biological Sciences, Environmental Science, and Pharmacology, Toxicology and Pharmaceutics, as identified by SCImago Institutions Rankings data. To fully realize its mission of generating and disseminating knowledge for the "continuous and balanced expansion of the quality of life," it is crucial to address these vulnerabilities. Practices that could be perceived as inflating credit or channeling research through low-quality outlets can undermine the credibility and social impact of its scientific contributions. By reinforcing due diligence in publication channels and ensuring transparency in affiliations, the University can further solidify its reputation for excellence and its commitment to regional and global well-being.
The institution's Z-score of 0.538 is notably higher than the national average of 0.236. This suggests a high exposure to this particular risk factor, making the center more prone to showing alert signals than its environment average. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. This indicator warrants a closer look to ensure that affiliation practices are driven by genuine scientific partnership rather than “affiliation shopping,” thereby safeguarding the institution's reputational integrity.
With a Z-score of -0.362, significantly lower than the national average of -0.094, the institution demonstrates a prudent profile in managing its published record. This suggests that its quality control and supervision mechanisms are more rigorous than the national standard. Retractions are complex events, and a low rate indicates that systemic failures in pre-publication review are unlikely. This strong performance reflects a healthy integrity culture where methodological rigor effectively prevents the kind of recurring malpractice or errors that could otherwise damage the institution's reputation.
The institution exhibits a Z-score of -0.306, which contrasts sharply with the medium-risk national average of 0.385. This demonstrates significant institutional resilience, as internal control mechanisms appear to successfully mitigate the systemic risks of academic endogamy observed elsewhere in the country. A certain level of self-citation is natural; however, by maintaining a low rate, the institution avoids signals of scientific isolation or 'echo chambers.' This result suggests that the institution's academic influence is validated by the broader global community rather than being oversized by internal dynamics.
The institution's Z-score of 0.103 represents a moderate deviation from the national context, where the average score is -0.231. This indicates a greater sensitivity to risk factors associated with publication channels compared to its national peers. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination media. This Z-score indicates that a portion of scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and suggesting a need to enhance information literacy to avoid 'predatory' practices.
The institution's Z-score of -0.609 is well below the national average of -0.212, indicating a prudent and rigorous approach to authorship. This profile suggests that the institution's processes for assigning authorship credit are more robust than the national standard. As this pattern is observed outside of 'Big Science' contexts where extensive author lists are common, the low score confirms the absence of author list inflation. This serves as a positive signal that the institution promotes individual accountability and transparency, effectively distinguishing between necessary collaboration and questionable 'honorary' authorship practices.
With a Z-score of -0.028, the institution shows a negligible gap, contrasting with a national average of 0.199, which signals a medium-risk dependency. This result highlights the institution's resilience and scientific autonomy, as its control mechanisms appear to mitigate the country's systemic risks of relying on external partners for impact. A low gap indicates that the institution's scientific prestige is structural and generated from within, reflecting real internal capacity. This demonstrates that its excellence metrics result from research where it exercises intellectual leadership, ensuring long-term sustainability and influence.
The institution's Z-score of -1.413 signifies an almost complete absence of risk signals in this area, a profile that aligns perfectly with the low-risk national standard (Z-score -0.739). This low-profile consistency indicates a healthy academic environment. The data suggests the institution is not exposed to potential imbalances between quantity and quality, such as coercive authorship or assigning credit without real participation. This reinforces a culture that prioritizes the integrity of the scientific record and meaningful intellectual contribution over the inflation of publication metrics.
The institution's Z-score of -0.268 is exceptionally low, especially when compared to the medium-risk national average of 0.839. This demonstrates a clear case of preventive isolation, where the center does not replicate the risk dynamics of academic endogamy observed in its environment. By not depending on its own journals, the institution avoids potential conflicts of interest and ensures its scientific production undergoes independent external peer review. This practice enhances the global visibility and competitive validation of its research, signaling a strong commitment to transparency and international standards.
With a Z-score of -0.413, which is lower than the national average of -0.203, the institution displays a prudent profile in its publication practices. This suggests that its researchers manage their output with more rigor than the national standard, effectively avoiding data fragmentation. A low value in this indicator is a positive sign that the institution discourages 'salami slicing'—the practice of dividing a study into minimal units to artificially inflate productivity. This commitment to publishing significant, coherent new knowledge strengthens the scientific record and reflects a culture that prioritizes substance over volume.