| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.062 | 0.236 |
|
Retracted Output
|
-0.268 | -0.094 |
|
Institutional Self-Citation
|
-1.218 | 0.385 |
|
Discontinued Journals Output
|
-0.454 | -0.231 |
|
Hyperauthored Output
|
-0.444 | -0.212 |
|
Leadership Impact Gap
|
1.767 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.446 | -0.203 |
The Escola Nacional de Saude Publica Sergio Arouca demonstrates a robust and commendable scientific integrity profile, reflected in an overall score of -0.363. The institution consistently outperforms national averages, showcasing exceptional control over potential research risks. Key strengths are evident in its very low rates of institutional self-citation and publication in institutional or discontinued journals, indicating a strong commitment to external validation and high-quality dissemination channels. The primary area for strategic focus is the notable gap between its overall research impact and the impact of work where it holds intellectual leadership, suggesting a dependency on external collaborations. This operational excellence in integrity provides a solid foundation for its recognized thematic leadership, particularly in Agricultural and Biological Sciences, Medicine, and Environmental Science, as highlighted by SCImago Institutions Rankings data. This strong ethical posture directly supports its mission to "generate and share knowledge" that improves population health, as integrity is the bedrock of trustworthy science. However, the identified impact dependency could pose a long-term risk to its capacity for autonomous knowledge generation. The institution is therefore encouraged to leverage its secure integrity framework to cultivate and promote internal research leadership, ensuring its scientific prestige becomes as structurally sound as it is ethically grounded.
The institution presents a Z-score of -0.062, contrasting with the national average of 0.236. This demonstrates significant institutional resilience. While the national context shows a medium risk level, the center's low rate suggests that its internal control mechanisms are effectively mitigating the systemic trend of using multiple affiliations to strategically inflate institutional credit. The institution's governance appears to successfully filter out the risk of "affiliation shopping" that is more prevalent in its environment, ensuring that collaborative ties are transparent and legitimate.
With a Z-score of -0.268, which is lower than the national average of -0.094, the institution exhibits a prudent profile regarding post-publication corrections. This favorable score suggests that its quality control mechanisms prior to publication are managed with more rigor than the national standard. A rate significantly lower than its peers indicates a strong institutional integrity culture and robust methodological oversight, minimizing the incidence of systemic errors or potential malpractice that could lead to retractions.
The institution's Z-score of -1.218 is exceptionally low, particularly when compared to the national average of 0.385. This result signals a clear preventive isolation from the risk of endogamous validation practices. By avoiding the 'echo chambers' that can arise from disproportionately high self-citation, the institution demonstrates that its academic influence is validated by the global scientific community, not just by internal dynamics. This commitment to external scrutiny reinforces the credibility and global recognition of its research lines.
The institution's Z-score is -0.454, while the country's is -0.231. This demonstrates low-profile consistency, as the complete absence of risk signals in this area aligns with, and even improves upon, the low-risk national standard. This very low rate indicates that the institution exercises excellent due diligence in selecting dissemination channels, effectively avoiding 'predatory' or low-quality journals. This practice protects its reputation and ensures that its scientific output contributes to reliable and enduring scholarly communication.
The institution's Z-score of -0.444 is notably lower than the national average of -0.212. This prudent profile indicates that the center manages its authorship attribution processes with greater rigor than the national standard. The data suggests a healthy distinction between necessary large-scale collaboration and practices of author list inflation. By maintaining control over this indicator, the institution promotes individual accountability and transparency, reinforcing the integrity of its collaborative research.
In this indicator, the institution shows a Z-score of 1.767, significantly higher than the national average of 0.199. This reflects a high exposure to a specific strategic vulnerability. While it is common for institutions to leverage partnerships, the wide positive gap here signals a potential sustainability risk, suggesting that the institution's scientific prestige is heavily dependent and exogenous, rather than structural. This metric invites a deep reflection on whether its high-impact metrics result from genuine internal capacity or from a strategic positioning in collaborations where it does not exercise primary intellectual leadership, a dynamic that could compromise its long-term autonomy and mission.
With a Z-score of -1.413, far below the national average of -0.739, the institution shows an exemplary absence of risk signals in this area. This low-profile consistency aligns with a national environment that also maintains this risk at a low level. The data strongly suggests a healthy institutional balance between productivity and quality, steering clear of dynamics like coercive or honorary authorship. This focus on meaningful intellectual contribution over sheer volume is a hallmark of a mature and responsible research culture.
The institution's Z-score of -0.268 stands in stark contrast to the national average of 0.839. This indicates a state of preventive isolation from the risks of academic endogamy. While the national system shows a medium-level reliance on institutional journals, this center actively avoids potential conflicts of interest by channeling its research through external, independent peer-review processes. This practice significantly enhances the global visibility and competitive validation of its scientific production, preventing the use of internal channels as 'fast tracks' to inflate publication counts.
The institution's Z-score of -0.446 is lower than the national average of -0.203, indicating a prudent profile in publication strategy. This suggests that the institution manages its research dissemination with more rigor than the national standard, effectively discouraging the practice of 'salami slicing.' By prioritizing the publication of coherent, significant studies over the fragmentation of data into minimal publishable units, the institution demonstrates a commitment to generating substantive new knowledge and respecting the integrity of the scientific record.
