| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.372 | 0.236 |
|
Retracted Output
|
-0.306 | -0.094 |
|
Institutional Self-Citation
|
0.682 | 0.385 |
|
Discontinued Journals Output
|
0.159 | -0.231 |
|
Hyperauthored Output
|
2.479 | -0.212 |
|
Leadership Impact Gap
|
0.346 | 0.199 |
|
Hyperprolific Authors
|
-0.081 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.831 | -0.203 |
With an overall risk score of 0.076, the Centro Federal de Educacao Tecnologica Celso Suckow da Fonseca demonstrates a generally solid foundation of scientific integrity, marked by significant strengths in operational transparency and research substance. The institution exhibits exemplary control in areas such as the Rate of Output in Institutional Journals and the Rate of Redundant Output, indicating a strong commitment to external validation and impactful research. However, this positive profile is contrasted by a critical alert in the Rate of Hyper-Authored Output and notable vulnerabilities in institutional self-citation and multiple affiliations. These risks, if left unaddressed, could undermine the institution's mission to provide an "ethical, political and social" formation. The institution's recognized academic strengths, evidenced by its high national rankings in Earth and Planetary Sciences (13th), Physics and Astronomy (15th), and Energy (23rd) according to SCImago Institutions Rankings data, provide a platform of excellence from which to address these integrity challenges. To fully align its practices with its mission, it is recommended that the institution leverages its robust areas to develop and implement clearer governance policies, particularly around authorship, ensuring that its impressive scientific output is matched by unimpeachable ethical standards.
The institution presents a Z-score of 0.372, which is elevated compared to the national average of 0.236. Although both the center and the country operate within a medium-risk context, the institution shows a greater propensity for this particular risk factor. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this higher rate suggests the institution is more exposed to practices that could be interpreted as strategic attempts to inflate institutional credit or "affiliation shopping." This warrants a review to ensure that all declared affiliations correspond to substantive and transparent collaborations, maintaining the integrity of institutional representation.
The institution's Z-score of -0.306 is significantly lower than the national average of -0.094, positioning it favorably within a low-risk environment. This suggests a prudent and rigorous approach to research quality control. The data indicates that the institution's pre-publication review mechanisms are likely more effective than the national standard, minimizing the incidence of systemic errors. This prudent profile reinforces a culture of integrity, where the correction of the scientific record is managed responsibly, reflecting a commitment to reliable and high-quality research output.
With a Z-score of 0.682, the institution shows a higher rate of self-citation than the national average of 0.385. This indicates that the center is more exposed to practices that can lead to scientific isolation. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate signals a potential "echo chamber" where the institution's work may not be receiving sufficient external scrutiny. This trend warns of a risk of endogamous impact inflation, suggesting that the institution's academic influence might be magnified by internal dynamics rather than validated by the broader global scientific community.
The institution's Z-score of 0.159 places it in a medium-risk category, which represents a moderate deviation from the low-risk national average of -0.231. This divergence indicates that the center is more sensitive than its national peers to the risk of publishing in questionable venues. A high proportion of output in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score suggests that a segment of the institution's research is being channeled through media that may not meet international ethical or quality standards, creating reputational risks and highlighting a need for improved information literacy to avoid predatory practices.
A severe discrepancy exists between the institution's Z-score of 2.479 (significant risk) and the country's low-risk average of -0.212. This atypical level of activity is a critical anomaly that requires an urgent and deep integrity assessment. In fields outside of "Big Science," where extensive author lists are not the norm, such a high score is a strong indicator of author list inflation, a practice that dilutes individual accountability and transparency. It is imperative to investigate whether these patterns stem from legitimate massive collaborations or from problematic "honorary" or political authorship practices that compromise the integrity of the scientific record.
The institution's Z-score of 0.346 is higher than the national average of 0.199, indicating a greater exposure to risks associated with dependent impact. This gap measures the difference between the impact of all institutional output and the impact of work where the institution holds a leadership role. A high value suggests that a significant portion of the institution's scientific prestige is exogenous and reliant on external partners, not generated from its own structural capacity. This signals a potential sustainability risk and invites reflection on whether its high-impact metrics are the result of genuine internal capabilities or strategic positioning in collaborations where it does not exercise intellectual leadership.
With a Z-score of -0.081, the institution's risk level is low but still signals an incipient vulnerability when compared to the national average of -0.739. Although the overall risk is contained, this score suggests the institution is among the first to show signals of this behavior within a generally low-risk national context. While high productivity can reflect leadership, extreme publication volumes can challenge the limits of meaningful intellectual contribution. This indicator warrants proactive review to prevent potential escalation into risks such as coercive authorship or the assignment of authorship without real participation, ensuring a balance between quantity and quality.
The institution demonstrates a clear strength in this area, with a very low-risk Z-score of -0.268, in stark contrast to the medium-risk national average of 0.839. This signals a form of preventive isolation, where the center actively avoids the risk dynamics observed elsewhere in the country. By not relying on its own journals, the institution effectively sidesteps potential conflicts of interest and academic endogamy. This practice ensures its scientific production undergoes independent external peer review, which enhances its global visibility and confirms its commitment to competitive, merit-based validation.
The institution's Z-score of -0.831 is in the very low-risk category, aligning perfectly with the low-risk national context (Z-score of -0.203). This low-profile consistency demonstrates that the institution's research practices are in sync with national standards for integrity. The absence of signals related to "salami slicing" or data fragmentation indicates a healthy focus on producing coherent, significant studies rather than artificially inflating productivity metrics. This reinforces a culture that prioritizes the generation of substantive new knowledge over sheer publication volume.
