| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.222 | 0.236 |
|
Retracted Output
|
-0.249 | -0.094 |
|
Institutional Self-Citation
|
-0.312 | 0.385 |
|
Discontinued Journals Output
|
-0.223 | -0.231 |
|
Hyperauthored Output
|
-0.831 | -0.212 |
|
Leadership Impact Gap
|
-0.100 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-1.186 | -0.203 |
Universidade Federal de Jatai demonstrates an outstanding scientific integrity profile, with an overall risk score of -0.431, indicating robust governance and a culture of responsible research. The institution's main strengths lie in its exceptionally low rates of hyperprolific authorship, redundant output, and publication in institutional journals, areas where it sets a benchmark of best practice. Furthermore, the university shows remarkable resilience, effectively mitigating systemic risks present at the national level, particularly in institutional self-citation, multiple affiliations, and dependency on external collaborations for impact. This strong integrity framework provides a solid foundation for its recognized thematic strengths, as evidenced by its high rankings in the SCImago Institutions Rankings for areas such as Veterinary, Agricultural and Biological Sciences, Biochemistry, Genetics and Molecular Biology, and Environmental Science. Although the institution's formal mission was not available for this analysis, this demonstrated commitment to ethical research practices inherently aligns with the core academic values of excellence and social responsibility, ensuring its contributions are both impactful and trustworthy. The recommendation is to maintain and codify these effective control mechanisms, which serve as a model for responsible institutional growth.
With a Z-score of -0.222, the institution operates well below the national average of 0.236. This performance suggests a high degree of institutional resilience, where internal control mechanisms appear to successfully mitigate systemic risks observed across the country. While multiple affiliations can be a legitimate outcome of collaboration, the university's controlled rate indicates that it avoids strategic "affiliation shopping" or attempts to artificially inflate institutional credit, a risk more prevalent in its national environment. This demonstrates a mature and transparent approach to partnership and credit attribution.
The institution maintains a Z-score of -0.249, a more favorable value than the national average of -0.094. This prudent profile suggests that its quality control processes are managed with greater rigor than the national standard. Retractions can be complex, but a lower-than-average rate points towards effective pre-publication supervision and a strong integrity culture that minimizes the systemic failures or recurring malpractice that can lead to a high volume of retracted work. This reflects a commitment to producing reliable and verifiable scientific output.
The university's Z-score for institutional self-citation is -0.312, contrasting sharply with the national average of 0.385. This disparity highlights the institution's resilience against a national tendency toward endogamous citation patterns. While some self-citation is natural, the university's low rate demonstrates that its work is validated by the broader scientific community, not just within an internal 'echo chamber.' This avoids the risk of inflated impact and signals that the institution's academic influence is based on genuine external recognition.
The institution's Z-score of -0.223 is nearly identical to the national average of -0.231, indicating a level of statistical normality. This suggests that the institution's risk of publishing in discontinued journals is as expected for its context and size. While a high rate in this indicator would be a critical alert for due diligence, the university's performance aligns with its peers, reflecting a standard approach to selecting dissemination channels and avoiding reputational damage from predatory or low-quality media.
With a Z-score of -0.831, significantly lower than the national average of -0.212, the institution exhibits a prudent and rigorous approach to authorship. This suggests that its internal processes are more effective than the national standard at ensuring authorship is warranted. In fields outside of 'Big Science,' high rates of hyper-authorship can signal author list inflation or 'honorary' attributions. The university's low score indicates a culture that values transparency and individual accountability, effectively distinguishing legitimate massive collaborations from questionable authorship practices.
The institution's Z-score of -0.100 is substantially better than the national average of 0.199, demonstrating strong institutional resilience. A wide positive gap between overall impact and the impact of institution-led research can signal a dependency on external partners for prestige. The university's minimal gap, however, suggests that its scientific excellence is structural and sustainable, stemming from its own internal capacity and intellectual leadership rather than a strategic positioning in collaborations where it plays a secondary role.
The institution presents a Z-score of -1.413, indicating a near-total absence of hyperprolific authors, a figure that is even lower than the already low-risk national average of -0.739. This low-profile consistency underscores a healthy research environment. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution. By not having such outliers, the institution demonstrates a focus on quality over sheer quantity, effectively avoiding risks such as coercive authorship or the dilution of scientific integrity that can accompany a hyper-production model.
With a Z-score of -0.268, the institution shows a clear preventive isolation from the national trend, where the average is a high-risk 0.839. This demonstrates a strategic choice to avoid academic endogamy. By not relying on its own journals for dissemination, the university ensures its research undergoes independent, external peer review, thus avoiding potential conflicts of interest. This practice enhances the global visibility and credibility of its output, steering clear of using internal channels as 'fast tracks' for publication without standard competitive validation.
The institution's Z-score of -1.186 is exceptionally low, performing significantly better than the national average of -0.203. This low-profile consistency points to a strong institutional policy against data fragmentation. A high rate of redundant output often indicates 'salami slicing'—the practice of dividing a single study into minimal publishable units to inflate productivity. The university's excellent score suggests a culture that prioritizes the communication of significant, coherent knowledge over the artificial inflation of publication metrics.