| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.670 | 0.236 |
|
Retracted Output
|
-0.353 | -0.094 |
|
Institutional Self-Citation
|
-0.679 | 0.385 |
|
Discontinued Journals Output
|
-0.415 | -0.231 |
|
Hyperauthored Output
|
-0.794 | -0.212 |
|
Leadership Impact Gap
|
-0.743 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.555 | -0.203 |
The Universidade Federal da Integração Latino-Americana demonstrates a robust scientific integrity profile, with an overall risk score of -0.428, indicating performance significantly better than the global average. The institution's primary strengths lie in its exceptionally low rates of hyperprolific authorship, redundant output, and publication in discontinued or institutional journals, showcasing a strong culture of quality and external validation. The main area requiring strategic attention is the Rate of Multiple Affiliations, which, while reflecting a systemic pattern in the country, is more pronounced at the institution. According to SCImago Institutions Rankings data, the university's scientific excellence is particularly notable in key areas such as Energy (ranked 6th in Brazil and 7th in Latin America), Environmental Science (27th in Brazil), and Arts and Humanities (49th in Brazil). This strong integrity foundation directly supports its mission to foster "Latin American integration" and "cultural, scientific and educational exchange," as the credibility of its research is paramount. While collaborative affiliations are central to this mission, it is vital to ensure they represent genuine partnership rather than mere credit inflation, thereby safeguarding the institution's commitment to authentic regional development. Overall, the university is well-positioned to leverage its sound research practices to further solidify its role as a leader in regional integration.
The institution presents a Z-score of 0.670, which is notably higher than the national average of 0.236. This indicates that the university is more exposed than its national peers to the risks associated with this practice. While multiple affiliations are often a legitimate result of researcher mobility and partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” Given the institution's mission of fostering integration, a high degree of collaboration is expected; however, this elevated score warrants a review to ensure that all affiliations reflect substantive partnerships and to maintain a clear and transparent accounting of institutional contributions.
With a Z-score of -0.353, the institution demonstrates a more prudent profile regarding retracted publications compared to the national average of -0.094. This superior performance suggests that the university's internal quality control mechanisms prior to publication are functioning with greater rigor than the national standard. A low rate of retractions is a sign of a healthy integrity culture, indicating that potential methodological flaws or malpractice are effectively identified and corrected before they compromise the scientific record, thereby reinforcing the reliability of the institution's research output.
The institution shows significant resilience against a systemic national trend, with a low-risk Z-score of -0.679 in contrast to the country's medium-risk score of 0.385. This demonstrates that the university's control mechanisms are effectively mitigating the risk of endogamous citation practices. By avoiding the creation of scientific 'echo chambers,' the institution ensures its work is validated by the broader international community rather than through internal dynamics. This low rate of self-citation reinforces the idea that the institution's academic influence is based on genuine recognition and external scrutiny, not on inflated, self-referential impact.
The institution's Z-score of -0.415 is in the very low-risk category, aligning well with the low-risk national standard (-0.231) and confirming an absence of risk signals in this area. This performance indicates that the institution exercises excellent due diligence in selecting dissemination channels for its research. By consistently avoiding journals that fail to meet international ethical or quality standards, the university protects its reputation and ensures its scientific production is channeled through credible and sustainable media, preventing the waste of resources on 'predatory' or low-quality practices.
With a Z-score of -0.794, the institution maintains a more prudent profile than the national standard (-0.212), indicating that its processes are managed with greater rigor. This low rate of hyper-authorship suggests a commendable culture of transparency and accountability in assigning authorship. It signals that the institution effectively distinguishes between necessary large-scale collaboration and practices of 'honorary' or inflated authorship, ensuring that author lists accurately reflect meaningful intellectual contributions and that individual responsibility is not diluted.
The institution demonstrates strong institutional resilience with a low-risk Z-score of -0.743, contrasting sharply with the medium-risk national average of 0.199. This result suggests that the university's scientific prestige is not overly dependent on external partners but is instead built upon its own structural capacity. A narrow gap indicates that the impact of research led by the institution is robust, reflecting a sustainable model where excellence is generated by real internal capabilities and intellectual leadership, rather than being an exogenous result of collaborations where the institution plays a secondary role.
The institution's Z-score of -1.413 is exceptionally low, indicating a complete absence of risk signals and aligning with the secure national standard (-0.739). This result points to a healthy balance between research quantity and quality. It suggests the university fosters an environment that discourages practices such as coercive authorship or the assignment of credit without real participation, prioritizing the integrity of the scientific record over the simple inflation of publication metrics. This focus on meaningful intellectual contribution per author is a hallmark of a mature research culture.
The university demonstrates a clear preventive isolation from a common risk in its environment, with a very low Z-score of -0.268 compared to the country's medium-risk score of 0.839. This indicates a strong institutional policy of seeking external validation for its research. By avoiding over-reliance on in-house journals, the institution mitigates potential conflicts of interest and academic endogamy. This commitment to independent, external peer review enhances the global visibility and credibility of its scientific production, ensuring it is validated through standard competitive channels rather than internal 'fast tracks'.
With a very low Z-score of -0.555, the institution shows an absence of risk signals that is consistent with, and even slightly better than, the low-risk national standard (-0.203). This excellent result indicates a strong focus on producing substantive and coherent research. It suggests the university's authors prioritize the communication of significant new knowledge over the artificial inflation of productivity through 'salami slicing' or data fragmentation. This practice strengthens the scientific record and shows respect for the academic review system by avoiding its overburdening with minimally publishable units.