| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.064 | 0.236 |
|
Retracted Output
|
-0.343 | -0.094 |
|
Institutional Self-Citation
|
0.266 | 0.385 |
|
Discontinued Journals Output
|
-0.274 | -0.231 |
|
Hyperauthored Output
|
-0.587 | -0.212 |
|
Leadership Impact Gap
|
-0.592 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.309 | -0.203 |
Universidade Estadual da Paraiba demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.381, which indicates a performance significantly superior to the expected baseline. The institution exhibits remarkable strengths in controlling risks associated with hyperprolific authorship and publication in institutional journals, where it shows a complete absence of risk signals, contrasting sharply with national trends. Further strengths are evident in its low rates of retractions, hyper-authorship, and redundant publications, alongside a notable capacity for generating impactful research under its own leadership. Areas requiring moderate attention include the rates of multiple affiliations and institutional self-citation, which, while below the national average, still present a medium level of risk. These solid integrity practices provide a firm foundation for the institution's thematic leadership, particularly in areas where it holds a prominent national position according to SCImago Institutions Rankings data, such as Dentistry (ranked 22nd in Brazil), Earth and Planetary Sciences (66th), and Pharmacology, Toxicology and Pharmaceutics (69th). This commitment to ethical research directly supports the university's mission to train "critical and socially committed" professionals, as the reliability of its knowledge production is essential for contributing effectively to socio-cultural development. To fully align with its mission of excellence, the university is encouraged to maintain its exemplary control mechanisms while developing targeted strategies to moderate the identified medium-risk indicators, thereby ensuring its academic influence is both impactful and unimpeachable.
The institution presents a Z-score of 0.064, which is notably lower than the national average of 0.236. This indicates a more controlled approach to a risk that is common throughout the country's research system. Although the indicator is at a medium level for both the institution and the nation, the university demonstrates a differentiated management that moderates this shared vulnerability. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's ability to keep this rate below the national trend suggests a healthier, more organic collaborative pattern, though continued monitoring is advisable to ensure affiliations remain a reflection of genuine scientific partnership rather than "affiliation shopping."
With a Z-score of -0.343, the institution displays a significantly lower rate of retracted publications compared to the national average of -0.094. This prudent profile suggests that the university's quality control and supervision mechanisms are managed with greater rigor than the national standard. Retractions can sometimes signify responsible error correction, but a consistently low rate, as seen here, is a strong indicator of effective pre-publication review and a solid institutional integrity culture. This performance minimizes the risk of systemic failures in methodological rigor and reinforces the reliability of the university's scientific output.
The university's Z-score for institutional self-citation is 0.266, positioning it favorably against the national average of 0.385. This result points to a differentiated management strategy where the institution successfully moderates a risk that is prevalent at the national level. While some self-citation is natural for developing research lines, high rates can create 'echo chambers' and artificially inflate impact. By maintaining a lower rate than its peers, the institution demonstrates a greater openness to external validation and reduces the risk of its academic influence being perceived as endogamous, ensuring its work is recognized by the broader global community.
The institution's Z-score of -0.274 is statistically aligned with the country's average of -0.231, indicating a normal and expected level of risk for its context. This synchrony shows that the university's researchers exercise a standard level of due diligence in selecting publication venues, which is consistent with national practices. A low rate in this indicator is crucial, as a high proportion of publications in discontinued journals can be a critical alert for engagement with predatory or low-quality media. The current low level confirms that the institution is effectively avoiding these reputational risks and channeling its resources toward credible dissemination channels.
Displaying a Z-score of -0.587, the institution demonstrates a more prudent profile regarding hyper-authorship than the national average of -0.212. This superior performance within a low-risk context suggests that the university's processes are managed with exceptional rigor. Outside of "Big Science" fields, extensive author lists can dilute individual accountability and signal practices like 'honorary' authorship. The institution's significantly lower score indicates a healthy research culture that values transparency and ensures that authorship accurately reflects meaningful intellectual contribution, setting a higher standard than its national peers.
The institution shows a Z-score of -0.592, a result that reveals significant institutional resilience, especially when contrasted with the national Z-score of 0.199. While the country shows a medium-level risk of depending on external partners for impact, the university demonstrates a strong capacity to generate high-impact research under its own intellectual leadership. A negative gap, as seen here, is a powerful indicator of sustainable and structural scientific prestige. This performance suggests that the institution's excellence metrics are not merely the result of strategic positioning in collaborations but are rooted in a robust internal capacity for innovation and leadership.
With a Z-score of -1.413, the institution shows a complete absence of risk signals related to hyperprolific authors, a result that is substantially better than the country's already low-risk average of -0.739. This low-profile consistency demonstrates an environment where quality is clearly prioritized over quantity. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution and may point to issues like coercive authorship. The university's exceptionally low score indicates a robust institutional culture that effectively prevents such dynamics, ensuring the integrity of its scientific record.
The institution's Z-score of -0.268 places it at a very low risk level, representing a case of preventive isolation from the national trend, where the country has a medium-risk score of 0.839. This stark difference shows that the university does not replicate the risk dynamics observed in its environment. Excessive reliance on in-house journals can lead to academic endogamy and conflicts of interest, bypassing independent peer review. By avoiding this practice, the institution demonstrates a clear commitment to seeking external, competitive validation for its research, thereby enhancing its global visibility and upholding the highest standards of scientific scrutiny.
The institution's Z-score of -0.309 indicates a more prudent profile than the national average of -0.203. This demonstrates that the university manages its publication processes with more rigor than the national standard, effectively curbing the practice of 'salami slicing.' This risk, which involves fragmenting a single study into multiple minimal publications to inflate output, distorts the scientific record and overburdens the review system. The institution's lower score suggests a culture that values the publication of significant, coherent bodies of work over the artificial inflation of productivity metrics.