| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.207 | 0.236 |
|
Retracted Output
|
-0.362 | -0.094 |
|
Institutional Self-Citation
|
0.251 | 0.385 |
|
Discontinued Journals Output
|
0.073 | -0.231 |
|
Hyperauthored Output
|
0.018 | -0.212 |
|
Leadership Impact Gap
|
0.917 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.538 | -0.203 |
The Universidade Federal do Amazonas demonstrates a solid overall scientific integrity profile, with a global risk score of -0.209 indicating performance that is generally healthier than the international average. The institution exhibits significant strengths in its operational ethics, particularly with very low-risk indicators for hyperprolific authorship, redundant publications, and reliance on institutional journals, suggesting a culture that prioritizes quality and external validation. However, areas requiring strategic attention include a moderate deviation from national norms in publishing in discontinued journals and hyper-authored output, alongside a notable dependency on external collaborations for high-impact research. These integrity metrics are contextualized by the university's strong thematic positioning within Brazil, as evidenced by SCImago Institutions Rankings data, with notable strengths in Computer Science (ranked 41st), Engineering (46th), and Medicine (46th). To fully realize its mission of "cultivating knowledge... and contributing to the development of the Amazon," it is crucial to address the identified vulnerabilities. A dependency on external leadership for impact could hinder the goal of fostering sovereign regional development, while channeling research into low-quality journals undermines the effective cultivation of knowledge. By reinforcing its clear integrity strengths and strategically mitigating these moderate risks, the university can ensure its scientific excellence directly translates into sustainable regional leadership and social contribution.
The institution presents a Z-score of 0.207, which is closely aligned with the national average for Brazil (0.236). This similarity suggests that the university's approach to multiple affiliations reflects a systemic pattern common throughout the country's academic ecosystem. This indicator tracks affiliations that, while often legitimate outcomes of collaboration, can at high levels signal strategic "affiliation shopping" to inflate institutional credit. In this case, the moderate risk level is not an institutional anomaly but rather a shared characteristic of the national research environment, likely influenced by common funding structures or collaborative policies. It points to a need for awareness at a systemic level rather than a specific internal review.
With a Z-score of -0.362, the institution demonstrates a significantly lower rate of retracted publications compared to the national average of -0.094. This superior performance within a low-risk national context points to a prudent and rigorous profile in research oversight. Retractions can sometimes signify responsible error correction, but a lower rate is a strong indicator of effective pre-publication quality control. The university's ability to maintain a retraction rate well below the national standard suggests that its internal mechanisms for ensuring methodological rigor and ethical compliance are more robust than those of its peers, fostering a culture of high scientific integrity.
The university's Z-score for institutional self-citation is 0.251, a figure notably lower than the national average of 0.385. This indicates a differentiated management approach, where the institution successfully moderates a risk that is more pronounced across the country. While some self-citation is natural, high levels can create "echo chambers" that inflate impact through internal validation. By maintaining a lower rate, the university demonstrates a more outward-looking research posture, engaging with the global scientific community and reducing the risk of academic isolation. This suggests its influence is built more on external recognition than on endogamous citation dynamics.
The institution exhibits a Z-score of 0.073 in this category, representing a moderate deviation from the national average, which sits at a low-risk -0.231. This discrepancy suggests the university's researchers show a greater sensitivity to the risk of publishing in low-quality venues compared to their national peers. A significant presence in discontinued journals is a critical alert regarding due diligence in selecting publication channels, as it exposes the institution to severe reputational damage and indicates that resources may be wasted on predatory or substandard outlets. This finding calls for a review of institutional guidance and information literacy programs to ensure researchers can effectively identify and avoid such journals.
With a Z-score of 0.018, the institution shows a moderate risk level for hyper-authored publications, which contrasts with the low-risk national average of -0.212. This moderate deviation indicates a greater tendency toward publications with extensive author lists than is typical in the country. Outside of "Big Science" disciplines where large teams are standard, this pattern can signal author list inflation, which dilutes individual accountability. The university should analyze this trend to distinguish between necessary large-scale collaborations and potential "honorary" authorship practices, ensuring that author lists transparently reflect meaningful intellectual contributions.
The institution's Z-score of 0.917 is substantially higher than the national average of 0.199, indicating a high exposure to dependency on external partners for impact. Although both scores fall within the medium-risk category, the university's much wider gap signals a significant sustainability risk. This metric reveals that the institution's scientific prestige is heavily reliant on collaborations where it does not hold intellectual leadership. This suggests that its high-impact metrics may result more from strategic positioning in external projects than from its own structural research capacity, highlighting a strategic imperative to cultivate and empower internal research leaders to build a more autonomous and sustainable scientific reputation.
The institution records an exceptionally low Z-score of -1.413, positioning it in the very low-risk category and well below the country's already low-risk score of -0.739. This result demonstrates a low-profile consistency, where the complete absence of risk signals aligns with and improves upon the national standard. Extreme publication volumes can challenge the credibility of meaningful intellectual contribution and may point to issues like coercive authorship. The university's excellent performance in this area indicates a healthy research environment that prioritizes the quality and integrity of the scientific record over sheer quantitative output, effectively preventing practices that could compromise academic standards.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, a stark and positive contrast to the medium-risk national average of 0.839. This demonstrates a form of preventive isolation, where the university deliberately avoids the risk dynamics prevalent in its environment. Excessive use of in-house journals can create conflicts of interest and academic endogamy by bypassing independent external review. The university’s commitment to publishing in external venues signals a strong dedication to global visibility and competitive validation, effectively insulating itself from the risks of using internal channels as 'fast tracks' for publication.
The university achieves a Z-score of -0.538, placing it in the very low-risk category for redundant output, a result that is stronger than the country's low-risk average of -0.203. This low-profile consistency underscores a commendable institutional culture. High rates of bibliographic overlap often indicate "salami slicing"—the practice of fragmenting a single study into multiple publications to inflate output. The institution's very low score suggests its researchers are focused on producing substantial, coherent studies that offer significant new knowledge, rather than prioritizing volume. This approach strengthens the scientific record and aligns with the highest standards of research ethics.