| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.515 | 0.236 |
|
Retracted Output
|
-0.296 | -0.094 |
|
Institutional Self-Citation
|
-0.355 | 0.385 |
|
Discontinued Journals Output
|
0.021 | -0.231 |
|
Hyperauthored Output
|
-0.573 | -0.212 |
|
Leadership Impact Gap
|
0.428 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
0.374 | -0.203 |
Universidade de Santa Cruz do Sul presents a balanced scientific integrity profile, with an overall score of -0.207 indicating performance generally aligned with global standards. The institution demonstrates significant strengths in maintaining responsible authorship and publication practices, evidenced by very low rates of hyperprolific authors and output in institutional journals, and a prudent management of retractions and hyper-authorship. However, areas requiring strategic attention include a high rate of multiple affiliations, a tendency to publish in discontinued journals, a notable gap in impact between collaborative and institution-led research, and signals of redundant publications. These vulnerabilities contrast with the university's recognized thematic excellence, particularly its strong national standing in Agricultural and Biological Sciences (ranked 16th in Brazil), Environmental Science (38th), and Social Sciences (85th), according to SCImago Institutions Rankings data. To fully align with its mission of producing robust knowledge for a "sustainable society," it is crucial to address these integrity risks, as practices like data fragmentation or reliance on low-quality journals can undermine the credibility and societal impact of its research. By leveraging its clear strengths in research governance, the university is well-positioned to mitigate these risks and further solidify its role as a leading contributor to sustainable development.
The institution's Z-score of 0.515 is notably higher than the national average of 0.236. This indicates that the university is more exposed than its national peers to practices that can signal risk. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's higher rate suggests a greater propensity for dynamics that could be interpreted as strategic attempts to inflate institutional credit or “affiliation shopping.” This pattern, being more pronounced than the national trend, warrants a review to ensure that all affiliations reflect substantive and transparent collaboration.
With a Z-score of -0.296, the institution demonstrates a more favorable performance than the national average of -0.094. This prudent profile suggests that the university manages its quality control processes with greater rigor than the national standard. Retractions can be complex, but a lower-than-average rate points towards effective pre-publication review and a strong culture of methodological integrity, minimizing the incidence of systemic errors or potential malpractice that could lead to such corrective actions.
The institution's Z-score of -0.355 contrasts sharply with the country's average of 0.385. This demonstrates significant institutional resilience, as the university's control mechanisms appear to successfully mitigate a systemic risk observed at the national level. While a certain level of self-citation is natural, the country's average suggests a tendency towards 'echo chambers.' The university, however, avoids this trend, indicating that its research is validated through broad external scrutiny rather than relying on internal dynamics, thereby ensuring its academic influence is built on global community recognition.
The institution's Z-score of 0.021 represents a moderate deviation from the national average of -0.231. This shows a greater sensitivity to risk factors than its peers, as the university is channeling a portion of its research into journals that fail to meet international ethical or quality standards, a practice less common nationally. This constitutes a critical alert regarding due diligence in selecting dissemination channels, exposing the institution to severe reputational risks and suggesting an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-quality venues.
The institution's Z-score of -0.573 is significantly lower than the national average of -0.212. This prudent profile indicates that the university manages its authorship attribution with more rigor than the national standard. Outside of 'Big Science' contexts, high rates of hyper-authorship can signal author list inflation. The institution's low score is a positive indicator of transparency and accountability, suggesting that authorship is more likely tied to genuine intellectual contribution rather than 'honorary' or political practices.
With a Z-score of 0.428, the institution's gap is considerably wider than the national average of 0.199, indicating a high exposure to this particular risk. This suggests that the university's scientific prestige is more dependent on external collaborations where it does not exercise intellectual leadership. A wide gap signals a potential sustainability risk, prompting reflection on whether its high-impact metrics are derived from genuine internal capacity or from a strategic positioning in partnerships. Strengthening the impact of its own-led research is key to ensuring its long-term scientific autonomy and structural excellence.
The institution's Z-score of -1.413 is exceptionally low, falling well below the national average of -0.739. This demonstrates a low-profile consistency, where the complete absence of risk signals in this area aligns with and even surpasses the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The university's very low score is a strong positive signal of a research environment that prioritizes quality and scientific integrity over the artificial inflation of productivity metrics, effectively preventing risks like coercive or honorary authorship.
The institution's Z-score of -0.268 reveals a case of preventive isolation, as it stands in stark contrast to the national average of 0.839. While the national context shows a tendency to rely on in-house journals, the university does not replicate this dynamic. This is a sign of robust governance, as excessive dependence on institutional journals can create conflicts of interest and academic endogamy. By favoring external, independent peer review, the institution ensures its scientific production achieves greater global visibility and avoids using internal channels as potential 'fast tracks' for publication without standard competitive validation.
With a Z-score of 0.374, the institution shows a moderate deviation from the national average of -0.203. This indicates a greater sensitivity to this risk factor compared to its peers. Massive bibliographic overlap between publications can suggest data fragmentation or 'salami slicing,' the practice of dividing a study into minimal publishable units to artificially inflate productivity. The university's score serves as an alert that this practice may be more prevalent than in the rest of the country, potentially distorting the scientific record and prioritizing volume over the generation of significant new knowledge.
