| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.945 | 0.236 |
|
Retracted Output
|
-0.540 | -0.094 |
|
Institutional Self-Citation
|
2.070 | 0.385 |
|
Discontinued Journals Output
|
0.092 | -0.231 |
|
Hyperauthored Output
|
0.297 | -0.212 |
|
Leadership Impact Gap
|
-0.329 | 0.199 |
|
Hyperprolific Authors
|
3.142 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.366 | -0.203 |
The Universidade Regional do Cariri presents a complex integrity profile, with an overall risk score of 0.322, indicating a performance slightly above the global average but marked by a significant contrast between areas of excellence and specific vulnerabilities. The institution demonstrates commendable strengths in maintaining low rates of retracted output, redundant publications, and output in its own journals, suggesting robust quality control and a commitment to external validation. However, these positive aspects are counterbalanced by critical alerts, most notably a significant rate of hyperprolific authorship, alongside medium-risk signals in institutional self-citation and multiple affiliations. Thematic analysis of SCImago Institutions Rankings data highlights the university's research strengths in key areas such as Pharmacology, Toxicology and Pharmaceutics (ranked 12th in Brazil), Environmental Science (49th), Biochemistry, Genetics and Molecular Biology (56th), and Chemistry (57th). To fully align with its mission to be an "active agent in the development process of the Cariri Region," it is crucial to address the identified risks. Practices that could be perceived as prioritizing publication volume over quality, such as hyperprolificity or self-citation, may undermine the credibility and transformative potential of its research. By leveraging its clear operational strengths to mitigate its most pronounced risks, the university can ensure its scientific contributions are not only numerous but also of the highest integrity, thereby solidifying its role as a trusted engine of regional progress.
The institution presents a Z-score of 0.945, which is notably higher than the national average of 0.236. Although both the university and the country operate within a medium-risk context for this indicator, the institution's score suggests it is significantly more exposed to the underlying risk factors than its national peers. While multiple affiliations can be a legitimate outcome of collaboration, this heightened rate warrants a review to ensure that these practices are driven by genuine scientific partnership rather than strategic attempts to inflate institutional credit or engage in “affiliation shopping,” which could distort the perception of the university's research footprint.
With a Z-score of -0.540, the institution demonstrates an exceptionally low rate of retracted publications, positioning it favorably against the national average of -0.094. This result signifies a commendable consistency in its pre-publication quality control. The virtual absence of these negative signals, even when compared to a country that already has a low-risk profile, points to a culture of responsible supervision and methodological rigor. This suggests that the institution's mechanisms for ensuring scientific integrity are not only effective but are functioning at a standard that exceeds the national norm.
The university's Z-score for institutional self-citation is 2.070, a figure substantially higher than the national average of 0.385. This indicates that while the practice falls within a medium-risk band for both, the institution is far more prone to this behavior than the rest of the country. A certain level of self-citation is natural, but this disproportionately high rate signals a potential for scientific isolation or the formation of 'echo chambers'. This pattern warns of a risk of endogamous impact inflation, where the institution's academic influence may be more a product of internal validation dynamics than of broader recognition from the global scientific community.
The institution registers a Z-score of 0.092, placing it in a medium-risk category, which marks a moderate deviation from the low-risk national average of -0.231. This difference suggests the university is more sensitive than its peers to the risk of publishing in questionable venues. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of its scientific output is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and signaling an urgent need to improve information literacy to avoid predatory practices.
With a Z-score of 0.297, the institution shows a medium-risk level for hyper-authorship, diverging from the low-risk national profile (-0.212). This moderate deviation suggests the university is more susceptible to practices of extensive co-authorship than its national counterparts. Outside of "Big Science" contexts where large author lists are standard, such a pattern can indicate author list inflation, a practice that dilutes individual accountability and transparency. This signal serves as a prompt to analyze authorship patterns and distinguish between necessary massive collaboration and potentially inappropriate "honorary" or political authorship practices.
The institution exhibits a Z-score of -0.329, a low-risk value that reflects strong internal capacity, especially when contrasted with the country's medium-risk score of 0.199. This demonstrates notable institutional resilience, as the university appears to successfully mitigate the systemic national risk of depending on external partners for impact. A negative gap suggests that the scientific prestige of the university is structural and endogenous, resulting from real internal capacity where the institution exercises intellectual leadership. This is a sign of a sustainable and self-reliant research ecosystem.
The university's Z-score of 3.142 in this indicator is a significant-risk outlier, creating a severe discrepancy with the low-risk national average of -0.739. This atypical level of risk activity is a critical anomaly that requires a deep integrity assessment. Extreme individual publication volumes challenge the plausible limits of meaningful intellectual contribution and can point to serious imbalances between quantity and quality. This high value alerts to potential systemic issues such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record and demand urgent review.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, effectively isolating itself from a risk that is more prevalent at the national level (country Z-score of 0.839). This preventive isolation is a sign of strong governance. By avoiding the potential conflicts of interest inherent in acting as both judge and party, the university ensures its scientific production largely undergoes independent external peer review. This practice not only mitigates the risk of academic endogamy but also enhances the global visibility and competitive validation of its research.
The institution maintains a Z-score of -0.366, indicating a low risk of redundant output and showcasing a prudent profile that is even more rigorous than the national standard (-0.203). This superior performance suggests that the university's processes effectively discourage the practice of 'salami slicing,' where a single study is fragmented into minimal publishable units to artificially inflate productivity. By managing this risk so effectively, the institution demonstrates a commitment to producing research with significant new knowledge rather than prioritizing publication volume, thereby strengthening the quality and reliability of its scientific contributions.
