| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.033 | 0.236 |
|
Retracted Output
|
0.577 | -0.094 |
|
Institutional Self-Citation
|
0.239 | 0.385 |
|
Discontinued Journals Output
|
-0.226 | -0.231 |
|
Hyperauthored Output
|
-0.498 | -0.212 |
|
Leadership Impact Gap
|
0.785 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.938 | -0.203 |
The Universidade Federal de Mato Grosso demonstrates a robust and balanced scientific integrity profile, with an overall risk score of -0.057 that indicates general alignment with expected ethical standards. The institution's primary strengths lie in its exceptional governance over authorship and publication channels, reflected in very low-risk indicators for hyperprolific authors, redundant output, and publishing in institutional journals. These areas significantly outperform national averages, showcasing a strong internal culture of integrity. Key areas for strategic attention include a higher-than-average rate of retracted publications and a notable gap in impact when not in a leadership role, suggesting vulnerabilities in pre-publication quality control and a dependency on external collaborations for high-impact research. According to SCImago Institutions Rankings data, the university's thematic strengths are particularly prominent in Energy, Veterinary, Psychology, and Social Sciences, where it holds top national rankings. To fully realize its mission of producing "knowledge and technological and scientific innovations that contribute significantly to regional and national development," it is crucial to address these integrity vulnerabilities. A dependency on external leadership for impact could hinder the development of endogenous innovation, while a high retraction rate could challenge the perceived "significance" and reliability of its contributions. By leveraging its demonstrated strengths in governance, the university can fortify these weaker areas, ensuring its pursuit of excellence is built upon an unshakeable foundation of scientific integrity and sustainable intellectual leadership.
The institution presents a Z-score of 0.033, which is considerably lower than the national average of 0.236. This indicates a differentiated management approach where the university successfully moderates a risk that is more common across the country. While multiple affiliations can be legitimate, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's more controlled rate suggests that its policies or academic culture effectively discourage "affiliation shopping," ensuring that institutional credit is claimed in a manner that reflects genuine collaboration and contribution, a practice that appears better managed here than in the broader national context.
With a Z-score of 0.577, the institution shows a moderate deviation from the national standard, which sits at a low-risk Z-score of -0.094. This discrepancy suggests the university is more sensitive to risk factors leading to retractions than its national peers. Retractions are complex; while some signify responsible error correction, a rate significantly higher than the average, as seen here, alerts to a potential vulnerability in the institution's integrity culture. This Z-score suggests that quality control mechanisms prior to publication may be failing more frequently than elsewhere in the country, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The university's Z-score for institutional self-citation is 0.239, a figure that reflects more effective risk moderation compared to the national average of 0.385. This demonstrates a differentiated management of a shared systemic pattern. A certain level of self-citation is natural, but high rates can signal scientific isolation or 'echo chambers.' By maintaining a lower rate than the national trend, the institution shows a healthier integration with the global scientific community, mitigating the risk of endogamous impact inflation and suggesting its academic influence is less reliant on internal validation dynamics compared to its peers.
The institution's Z-score of -0.226 is in close alignment with the national average of -0.231, indicating a state of statistical normality. This low-risk level is what is expected for an institution of its context and size. It demonstrates that the university's researchers exercise appropriate due diligence in selecting dissemination channels for their work. This alignment with the national standard confirms that there is no significant channeling of scientific production through media that fail to meet international ethical or quality standards, thereby protecting the institution from the reputational risks associated with 'predatory' or low-quality practices.
With a Z-score of -0.498, the institution exhibits a prudent profile, managing its processes with more rigor than the national standard, which has a Z-score of -0.212. Although hyper-authorship can be legitimate in 'Big Science,' its appearance outside these contexts can indicate author list inflation. The university's significantly lower score suggests a stronger culture of accountability and transparency in authorship. This prudent approach effectively distinguishes between necessary massive collaboration and 'honorary' authorship practices, ensuring that credit is assigned appropriately and individual responsibility is not diluted.
The institution's Z-score of 0.785 reveals a high exposure to this risk indicator, substantially exceeding the national average of 0.199. This suggests the university is more prone than its peers to a dependency on external partners for its scientific prestige. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This high value warns that the university's scientific prestige may be largely exogenous and not yet fully structural, inviting a strategic reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership.
The university's Z-score of -1.413 is exceptionally low, demonstrating low-profile consistency with the national standard (Z-score of -0.739), which is also low. The complete absence of risk signals in this area aligns perfectly with a healthy research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship. The institution's very low score indicates a strong balance between quantity and quality, reflecting a culture that prioritizes the integrity of the scientific record over the simple inflation of metrics.
With a Z-score of -0.268, the institution demonstrates a clear preventive isolation from a national dynamic where the risk is medium (Z-score of 0.839). This shows that the university does not replicate the risk behaviors observed in its environment. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy. By avoiding this practice, the university ensures its scientific production undergoes independent external peer review, which enhances its global visibility and confirms that it does not use internal channels as 'fast tracks' to inflate CVs without standard competitive validation.
The institution's Z-score of -0.938 is in the very low-risk category, showing low-profile consistency and even outperforming the national low-risk average of -0.203. The absence of risk signals in this area aligns with the highest standards of research integrity. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing' to artificially inflate productivity. The university's excellent score suggests a strong institutional commitment to publishing coherent, significant studies, thereby prioritizing the generation of new knowledge over the maximization of publication volume.