| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.141 | 0.236 |
|
Retracted Output
|
0.511 | -0.094 |
|
Institutional Self-Citation
|
0.284 | 0.385 |
|
Discontinued Journals Output
|
-0.163 | -0.231 |
|
Hyperauthored Output
|
-0.895 | -0.212 |
|
Leadership Impact Gap
|
-0.125 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.620 | -0.203 |
The Universidade Federal do Vale do Sao Francisco demonstrates a robust scientific integrity profile, with an overall risk score of -0.129 that indicates a performance commendably aligned with international best practices. The institution's primary strengths lie in its exceptionally low rates of hyperprolific authorship, redundant output, and publication in institutional journals, suggesting a culture that prioritizes quality and external validation over mere volume. However, areas requiring strategic attention have been identified, particularly the rate of retracted output and institutional self-citation, which present medium-level risks. These findings are contextualized by the university's strong thematic positioning, as evidenced by SCImago Institutions Rankings data, with notable national rankings in Chemistry, Pharmacology, Toxicology and Pharmaceutics, and Veterinary. Fulfilling its mission to deliver "quality public higher education" requires not only academic excellence but also unimpeachable scientific integrity. The identified vulnerabilities, while not critical, could challenge this perception of quality if left unaddressed. Therefore, it is recommended that the institution leverage its clear operational strengths to develop targeted policies that mitigate these specific risks, thereby reinforcing its commitment to excellence and its role as a regional leader.
The institution presents a Z-score of -0.141, a low-risk value that contrasts favorably with the national average of 0.236. This suggests a notable institutional resilience, where internal control mechanisms appear to effectively mitigate the systemic risks related to affiliation strategies that are more prevalent across the country. While multiple affiliations can be a legitimate outcome of collaboration, the university's controlled rate indicates that it is less exposed to the risk of strategic practices like “affiliation shopping” designed to artificially inflate institutional credit, thereby maintaining a clear and transparent representation of its collaborative footprint.
With a Z-score of 0.511, the institution shows a medium-level risk, representing a moderate deviation from the national standard, which stands at a low-risk -0.094. This discrepancy suggests the university is more sensitive to factors leading to retractions than its national peers. Retractions are complex events, but a rate significantly higher than the average alerts to a potential vulnerability in the institution's integrity culture. This value suggests that quality control mechanisms prior to publication may be failing more often than expected, indicating a possible recurrence of methodological weaknesses or malpractice that warrants immediate qualitative verification by management to protect the institution's reputation.
The institution's Z-score for this indicator is 0.284, while the national average is 0.385, placing both at a medium risk level. This indicates that the university is operating within a systemic pattern common in the country, but its differentiated management allows it to moderate this risk more effectively than its peers. A certain level of self-citation is natural, reflecting ongoing research lines. However, the medium score still warns of a potential for 'echo chambers' where work is validated internally without sufficient external scrutiny. The institution's better-than-average performance is positive, but the risk of endogamous impact inflation remains a factor to be monitored.
The institution's Z-score of -0.163 is statistically similar to the national average of -0.231, with both falling into the low-risk category. However, the institution's slightly higher score points to an incipient vulnerability that warrants review before it escalates. While the overall risk is low, this subtle signal suggests a need to reinforce due diligence in selecting dissemination channels. A high proportion of publications in such journals would constitute a critical alert, exposing the institution to reputational damage and suggesting a waste of resources on low-quality or 'predatory' practices. Proactive information literacy campaigns for researchers would be a prudent preventive measure.
The institution exhibits a prudent profile with a Z-score of -0.895, significantly lower than the national average of -0.212, though both are in the low-risk range. This demonstrates that the university manages its authorship processes with more rigor than the national standard. Outside of "Big Science" contexts where large author lists are normal, hyper-authorship can indicate inflation of author lists and a dilution of individual accountability. The institution's very low score in this area is a positive sign of good governance, suggesting a culture that values meaningful contribution and transparency over the inclusion of 'honorary' authorships.
With a Z-score of -0.125, the institution shows a low-risk profile, demonstrating strong institutional resilience compared to the national average of 0.199, which indicates a medium-level risk. This result suggests that the university's scientific prestige is largely generated by its own structural capacity rather than being dependent on external collaborations where it does not hold intellectual leadership. A wide positive gap can signal a sustainability risk where excellence is exogenous. The institution's negative gap, however, indicates that its internally-led research is a primary driver of its impact, reflecting a healthy and sustainable model of scientific development.
The institution's Z-score of -1.413 is in the very low-risk category, reinforcing the low-risk national standard of -0.739. This low-profile consistency indicates an almost complete absence of risk signals related to extreme individual publication volumes. Such a result is a strong positive indicator of a healthy research environment. It suggests that the institutional culture effectively balances productivity with quality, avoiding the potential pitfalls of coercive authorship or data fragmentation, where metrics are prioritized over the integrity of the scientific record and meaningful intellectual contribution.
The institution shows a Z-score of -0.268 (very low risk), marking a clear case of preventive isolation from the national trend, where the average Z-score is 0.839 (medium risk). This stark difference highlights the university's commitment to external validation and global visibility. By not replicating the risk dynamics observed in its environment, the institution avoids potential conflicts of interest where it would act as both judge and party in the publication process. This practice mitigates the risk of academic endogamy and ensures its scientific production undergoes independent external peer review, strengthening its credibility and impact on the international stage.
With a Z-score of -0.620, the institution registers a very low risk, demonstrating a low-profile consistency that is even more pronounced than the low-risk national average of -0.203. This near-total operational silence regarding redundant publications is a strong indicator of research integrity. It suggests that the practice of fragmenting a coherent study into 'minimal publishable units' to artificially inflate productivity is not a feature of the institution's research culture. This commitment to publishing significant, new knowledge rather than prioritizing volume protects the scientific record from distortion and reflects a responsible use of academic resources.