| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.950 | 0.236 |
|
Retracted Output
|
20.169 | -0.094 |
|
Institutional Self-Citation
|
0.089 | 0.385 |
|
Discontinued Journals Output
|
0.360 | -0.231 |
|
Hyperauthored Output
|
-1.082 | -0.212 |
|
Leadership Impact Gap
|
-1.438 | 0.199 |
|
Hyperprolific Authors
|
-0.386 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.885 | -0.203 |
The Instituto Federal de Educacao, Ciencia e Tecnologia Goiano presents a profile of notable strengths in research autonomy and integrity, alongside critical vulnerabilities that require immediate attention. With an overall score of 5.986, the institution demonstrates exceptional performance in areas that signal a robust and independent research culture, particularly its very low rates of redundant output, publication in institutional journals, and a minimal gap between its overall impact and the impact of research it leads. However, this positive foundation is severely undermined by a significant-risk Z-score in retracted publications, which represents a critical anomaly compared to the national context. This specific issue, coupled with medium-risk indicators for multiple affiliations and output in discontinued journals, directly challenges the institutional mission to "promote quality professional education." While the institution's strong positioning in the SCImago Institutions Rankings, especially in Chemistry (6th in Brazil), Agricultural and Biological Sciences (46th), and Earth and Planetary Sciences (46th), attests to its capacity for high-level research, the identified integrity risks threaten to compromise this reputation. To fully align its practices with its mission, it is recommended that the institution leverage its clear strengths in research leadership and external validation to implement a rigorous, institution-wide review of its pre-publication quality control and academic integrity protocols.
The institution's Z-score of 0.950 for this indicator is notably higher than the national average of 0.236. Although both the institution and the country fall within a medium-risk context, this score indicates that the center is more exposed to the factors driving this risk. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this heightened signal suggests a greater propensity for practices that could be interpreted as strategic attempts to inflate institutional credit or "affiliation shopping." This warrants an internal review to ensure that all declared affiliations are substantive and reflect genuine collaborative contributions, thereby safeguarding the transparency of the institution's research footprint.
A critical alert is raised by the institution's Z-score of 20.169, which represents a severe discrepancy from the national average of -0.094. This atypical and extremely high rate of retractions suggests a significant vulnerability in the institution's integrity culture. Retractions are complex events, but a score of this magnitude points beyond isolated, honest corrections and indicates that quality control mechanisms prior to publication may be failing systemically. This situation suggests possible recurring malpractice or a lack of methodological rigor that requires immediate and thorough qualitative verification by management to protect the institution's scientific reputation and credibility.
The institution demonstrates commendable management in this area, with a Z-score of 0.089, which is significantly lower than the national average of 0.385. This indicates that the center effectively moderates the risk of scientific isolation, a trend more common in the wider national system. A certain level of self-citation is natural, but by maintaining a low rate, the institution avoids creating 'echo chambers' and instead promotes external scrutiny and validation of its work. This practice strengthens the credibility of its academic influence, ensuring it is built on global community recognition rather than endogamous impact inflation.
With a Z-score of 0.360, the institution shows a moderate deviation from the national average of -0.231, indicating a greater sensitivity to this particular risk factor than its peers. This constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A high proportion of publications in such journals suggests that a significant portion of scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy to prevent the misallocation of research efforts into 'predatory' or low-quality practices.
The institution maintains a prudent profile regarding authorship practices, with a Z-score of -1.082 that is well below the national average of -0.212. This demonstrates that the center manages its processes with more rigor than the national standard. By avoiding patterns of hyper-authorship outside of disciplines where it is structurally necessary, the institution reinforces a culture of meaningful contribution, individual accountability, and transparency, effectively mitigating the risks of author list inflation and 'honorary' authorship.
The institution exhibits exceptional strength in research autonomy, with a Z-score of -1.438 in stark contrast to the national average of 0.199. This signals a state of preventive isolation, where the institution does not replicate the risk dynamics of dependency observed elsewhere in the country. A very low score indicates that the institution's scientific prestige is structural and derived from its own internal capacity, not from a strategic positioning in collaborations where it does not exercise intellectual leadership. This is a powerful indicator of sustainable and self-reliant research excellence.
The institution's Z-score of -0.386, while in the low-risk category, is slightly higher than the national average of -0.739, signaling an incipient vulnerability. This suggests that while the issue is not currently widespread, the institution shows early signals that warrant review before they escalate. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This indicator serves as a prompt for monitoring to ensure a healthy balance between quantity and quality, and to preemptively address potential risks such as coercive authorship or the assignment of credit without real participation.
With a Z-score of -0.268, the institution demonstrates a clear disconnection from the medium-risk trend seen at the national level (0.839). This reflects a strong institutional policy of seeking external validation for its research. By avoiding excessive dependence on in-house journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production undergoes independent external peer review, which is essential for achieving global visibility and competitive validation, rather than using internal channels as 'fast tracks' to inflate publication counts.
The institution's Z-score of -0.885 is significantly lower than the national average of -0.203, indicating a very low-risk profile and strong alignment with integrity standards. This absence of risk signals demonstrates a healthy publication culture that prioritizes substance over volume. It suggests that researchers are focused on producing coherent studies with significant new knowledge, rather than engaging in 'salami slicing'—the practice of fragmenting data into minimal publishable units to artificially inflate productivity. This commitment reinforces the integrity of the scientific record and the responsible use of the peer-review system.
