| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.177 | 0.236 |
|
Retracted Output
|
-0.146 | -0.094 |
|
Institutional Self-Citation
|
3.567 | 0.385 |
|
Discontinued Journals Output
|
1.905 | -0.231 |
|
Hyperauthored Output
|
-1.038 | -0.212 |
|
Leadership Impact Gap
|
-1.379 | 0.199 |
|
Hyperprolific Authors
|
0.182 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.110 | -0.203 |
Universidade Regional do Noroeste do Estado do Rio Grande do Sul demonstrates a strong overall scientific integrity profile, marked by significant strengths in research autonomy and governance. The institution's primary vulnerabilities are concentrated in citation and publication channel selection practices. Key areas of excellence include a very low dependency on external collaborations for impact and minimal use of institutional journals, indicating robust intellectual leadership and a commitment to external validation. However, these strengths are contrasted by a significant risk in institutional self-citation and medium risks related to publication in discontinued journals and the presence of hyperprolific authors. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Environmental Science (ranked 22nd in Brazil), Agricultural and Biological Sciences (72nd), and Social Sciences (116th). The identified risks, particularly the insular citation patterns, directly challenge the mission "to train professionals with technical excellence and... produce and disseminate knowledge." An over-reliance on self-validation can undermine technical excellence and limit the effective dissemination of knowledge to the broader community. To fully align its operational practices with its stated mission, the university is advised to implement targeted strategies that foster broader scholarly engagement and enhance due diligence in publication venue selection, thereby reinforcing its commitment to regional development through globally recognized and impactful research.
The institution's Z-score of -0.177 contrasts with the national average of 0.236. This indicates a high degree of institutional resilience, as the university effectively mitigates systemic risks related to affiliation strategies that are more prevalent at the national level. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The university's controlled rate suggests that its policies or culture successfully prevent "affiliation shopping," ensuring that institutional credit is claimed appropriately and reflects genuine collaborative contributions.
With a Z-score of -0.146, the institution exhibits a more prudent profile than the national standard, which stands at -0.094. This suggests that the university's quality control mechanisms prior to publication are managed with slightly more rigor than the national average. Retractions are complex events, and a rate lower than the norm points towards effective supervision and a solid integrity culture that successfully minimizes both unintentional errors and potential malpractice before research enters the public record.
The institution presents a Z-score of 3.567, a figure that significantly amplifies the moderate vulnerability already present in the national system (Z-score of 0.385). This level of risk accentuation is a critical finding. While some self-citation reflects research continuity, such a disproportionately high rate signals a profound scientific isolation or an 'echo chamber' where work is validated internally without sufficient external scrutiny. This practice creates a severe risk of endogamous impact inflation, suggesting the institution's perceived academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community, demanding an urgent review of citation practices.
The institution's Z-score of 1.905 marks a moderate deviation from the national context, where the average is -0.231. This indicates a greater sensitivity to risk factors in publication channel selection compared to its peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence. This Z-score suggests that a significant portion of the university's scientific output is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for improved information literacy to avoid predatory or low-quality practices.
The institution's Z-score of -1.038 reflects a prudent profile, well below the national average of -0.212. This demonstrates that the university manages its authorship practices with more rigor than the national standard. By maintaining a low rate of hyper-authored publications outside of "Big Science" contexts, the institution effectively avoids the risk of author list inflation, thereby preserving individual accountability and transparency in its research contributions.
With a Z-score of -1.379, the institution demonstrates a remarkable preventive isolation from the national trend (Z-score of 0.199). This result is a key institutional strength. A wide positive gap signals that prestige is dependent on external partners, but this institution's negative score indicates the opposite: its scientific prestige is structural and generated by its own intellectual leadership. This shows that its excellence metrics result from real internal capacity, ensuring its research impact is both sustainable and autonomous.
The institution's Z-score of 0.182 represents a moderate deviation from the national standard of -0.739, indicating a greater sensitivity to this risk factor than its peers. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This indicator's value alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation. It warrants a review to ensure that productivity metrics do not overshadow the integrity of the scientific record.
The institution's Z-score of -0.268 shows a clear preventive isolation from the risk dynamics observed nationally (Z-score of 0.839). This is a significant indicator of good governance. 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 its research is validated through standard competitive channels rather than internal 'fast tracks'.
With a Z-score of -0.110, the institution shows an incipient vulnerability when compared to the national average of -0.203. Although the overall risk level is low and aligned with the national context, the slightly higher value suggests that the university is marginally more prone to signals of data fragmentation. This practice, also known as 'salami slicing,' involves dividing a study into minimal publishable units to artificially inflate productivity. While not a major issue, it warrants monitoring to ensure that the focus remains on publishing significant new knowledge rather than prioritizing volume.
