| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.042 | 0.236 |
|
Retracted Output
|
-0.249 | -0.094 |
|
Institutional Self-Citation
|
-0.180 | 0.385 |
|
Discontinued Journals Output
|
-0.115 | -0.231 |
|
Hyperauthored Output
|
-1.110 | -0.212 |
|
Leadership Impact Gap
|
-1.152 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.811 | -0.203 |
The Universidade Estadual do Centro-Oeste demonstrates an exemplary scientific integrity profile, with an overall risk score of -0.433 that indicates robust internal governance and a strong commitment to ethical research practices. The institution exhibits very low or low risk across all nine indicators, consistently outperforming national averages, particularly in areas where Brazil shows medium-level vulnerabilities. This performance is a testament to a culture that prioritizes quality and sustainability over mere volume. Key strengths are evident in the minimal risk associated with hyperprolific authorship, the negligible gap between its overall impact and the impact of its led research, and the responsible use of institutional journals. According to SCImago Institutions Rankings data, this solid ethical foundation supports notable thematic strengths, particularly in Pharmacology, Toxicology and Pharmaceutics, Agricultural and Biological Sciences, and Veterinary sciences. This low-risk profile directly aligns with the university's mission to train "ethically responsible and professionally qualified people," ensuring that its contribution to regional development is built on a foundation of transparent, verifiable, and sustainable scientific knowledge. To maintain this leadership position, the institution is encouraged to continue fortifying its monitoring systems and promoting a culture of integrity as a core component of its academic excellence.
The institution shows a low rate of multiple affiliations (Z-score: -0.042), a figure that stands in contrast to the medium-risk level observed at the national level (Z-score: 0.236). This suggests a notable institutional resilience, where internal control mechanisms appear to effectively mitigate systemic risks that may be more common in the country. While multiple affiliations can be legitimate, a disproportionately high rate can signal strategic attempts to inflate institutional credit. By maintaining a controlled level, the university reinforces the transparency of its collaborative framework and ensures that affiliations reflect genuine scientific partnerships.
With a Z-score of -0.249, the university maintains a prudent profile regarding retracted publications, managing its processes with more rigor than the national standard (Z-score: -0.094). Although both scores are in the low-risk category, the institution's lower value is a positive signal. Retractions are complex, but a rate significantly higher than average can alert to a vulnerability in an institution's integrity culture. The university's performance suggests that its quality control and supervision mechanisms prior to publication are functioning effectively, protecting its scientific record and reputation from the risks of recurring malpractice or a lack of methodological rigor.
The university demonstrates a low rate of institutional self-citation (Z-score: -0.180), showcasing institutional resilience against the medium-risk trend observed in Brazil (Z-score: 0.385). This indicates that the institution's control mechanisms are successfully mitigating a risk that appears more systemic at the national level. A certain level of self-citation is natural, but disproportionately high rates can signal scientific isolation or 'echo chambers.' The university's low score suggests its academic influence is validated by the broader global community rather than being oversized by internal dynamics, fostering healthy external scrutiny of its work.
The institution's rate of publication in discontinued journals registers a Z-score of -0.115. While this is within the low-risk band, it is slightly higher than the national average of -0.231, signaling an incipient vulnerability. This suggests that the center shows minor signals that warrant review before they could potentially escalate. A high proportion of output in such journals can constitute a critical alert regarding due diligence in selecting dissemination channels. This indicator points to a potential need to reinforce information literacy among researchers to ensure institutional resources are not directed toward 'predatory' or low-quality practices that could pose future reputational risks.
The university exhibits a prudent profile in its rate of hyper-authored output (Z-score: -1.110), a value significantly lower and more controlled than the national average (Z-score: -0.212). This indicates that the institution manages its authorship practices with greater rigor than the national standard. Outside of "Big Science" contexts, a high Z-score in this area can indicate author list inflation, which dilutes individual accountability. The university's very low rate suggests a healthy approach to authorship, effectively distinguishing between necessary collaboration and practices that could obscure meaningful contributions.
With a Z-score of -1.152, the institution shows a very low gap between its total impact and the impact of research where it holds a leadership role, placing it in a position of preventive isolation from the medium-risk trend observed nationally (Z-score: 0.199). This result indicates that the center does not replicate the risk dynamics seen in its environment. A very wide positive gap can signal a sustainability risk where prestige is dependent and exogenous. The university's excellent score is a strong sign of scientific autonomy, demonstrating that its prestige is built upon genuine internal capacity and intellectual leadership.
The university presents a very low rate of hyperprolific authors (Z-score: -1.413), a signal of low-profile consistency that aligns with the low-risk national standard (Z-score: -0.739). The complete absence of risk signals in this area, even below the country's already low average, is commendable. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or the assignment of authorship without real participation. The institution's score indicates a healthy balance between quantity and quality, reinforcing the integrity of its scientific record.
The institution's rate of publication in its own journals is very low (Z-score: -0.268), a clear sign of preventive isolation from the medium-risk practices observed across the country (Z-score: 0.839). This demonstrates that the university does not replicate the risk dynamics prevalent in its environment. Excessive dependence on in-house journals can raise conflicts of interest and risks of academic endogamy, where production might bypass independent external peer review. The university's low value indicates a commitment to global visibility and standard competitive validation for its research output.
With a very low Z-score of -0.811 for redundant output, the university demonstrates low-profile consistency and an absence of risk signals that is well-aligned with the national standard (Z-score: -0.203). The institution's even lower score reinforces its strong position. Massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing,' a practice of dividing a study into minimal units to artificially inflate productivity. The university's performance suggests its researchers prioritize the publication of significant new knowledge over the distortion of scientific evidence for metric-driven goals.