| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.330 | 0.236 |
|
Retracted Output
|
-0.447 | -0.094 |
|
Institutional Self-Citation
|
-0.779 | 0.385 |
|
Discontinued Journals Output
|
-0.130 | -0.231 |
|
Hyperauthored Output
|
-1.208 | -0.212 |
|
Leadership Impact Gap
|
-0.283 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
1.211 | -0.203 |
The Instituto Federal de Educacao, Ciencia e Tecnologia de Goias presents a balanced scientific integrity profile, with an overall score of -0.148 indicating performance generally aligned with global standards, albeit with specific areas requiring strategic attention. The institution demonstrates significant strengths in maintaining low rates of retracted output, hyper-authored publications, and hyperprolific authors, suggesting a solid foundation of individual research ethics and quality control. However, medium-risk signals in the Rate of Multiple Affiliations and the Rate of Redundant Output highlight vulnerabilities related to authorship credit and publication strategy. These findings are particularly relevant in the context of the institution's key research areas, including Agricultural and Biological Sciences, Environmental Science, and Social Sciences, as identified by SCImago Institutions Rankings. While the institution's specific mission was not available for this analysis, these identified risks could challenge the core academic values of excellence and transparency. A proactive approach to reinforcing authorship policies and promoting publication quality over quantity will be crucial to ensure that these risk factors do not undermine the institution's commendable research contributions and its commitment to social responsibility.
The institution's Z-score of 2.330 is significantly higher than the national average for Brazil (0.236). This indicates a high exposure to the risks associated with multiple affiliations, suggesting the institution is more prone to these alert signals than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this disproportionately high rate can signal strategic attempts to inflate institutional credit or engage in “affiliation shopping.” The data suggests that the institution's practices in this area are more pronounced than the systemic pattern observed across the country, warranting a review of affiliation policies to ensure transparency and fair credit attribution.
With a Z-score of -0.447, the institution demonstrates a very low rate of retracted publications, performing better than the already low-risk national average (-0.094). This absence of significant risk signals is consistent with the national context, indicating robust quality control mechanisms. Retractions can sometimes signify responsible supervision through the correction of honest errors, and this institution's minimal rate suggests that its pre-publication review processes are effective in preventing the systemic failures or recurring malpractice that a higher score might imply. This result reflects a strong culture of integrity and methodological rigor.
The institution exhibits a low rate of self-citation (Z-score: -0.779), in stark contrast to the medium-risk level observed nationally in Brazil (0.385). This demonstrates institutional resilience, suggesting that internal control mechanisms are successfully mitigating a systemic risk prevalent in the country. A certain level of self-citation is natural, but the institution avoids the disproportionately high rates that can signal scientific isolation or 'echo chambers.' By maintaining external validation and avoiding endogamous impact inflation, the institution ensures its academic influence is a reflection of global community recognition rather than being oversized by internal dynamics.
The institution's rate of publication in discontinued journals (Z-score: -0.130) is slightly higher than the national average (-0.231), though both remain in the low-risk category. This subtle difference points to an incipient vulnerability, suggesting the institution shows early signals that warrant review before they escalate. A high proportion of output in such journals can be a critical alert regarding due diligence in selecting dissemination channels. While the current level is not alarming, this metric should be monitored to ensure that the institution's researchers are not inadvertently channeling work through media that fail to meet international ethical or quality standards, which could pose future reputational risks.
The institution's Z-score for hyper-authored output is very low at -1.208, significantly below the national average of -0.212. This demonstrates a consistent and low-risk profile that aligns with, and even improves upon, the national standard. This institution's data shows no signs of the author list inflation that can dilute individual accountability and transparency. The result indicates a healthy approach to authorship, effectively distinguishing between necessary massive collaboration and 'honorary' or political authorship practices, thereby reinforcing integrity in research contributions.
The institution shows a low-risk gap between its overall impact and the impact of its led research (Z-score: -0.283), contrasting with the medium-risk trend observed at the national level (0.199). This suggests strong institutional resilience, as the center appears to be effectively managing a risk that is more pronounced in its environment. A very wide positive gap can signal a sustainability risk where prestige is dependent on external partners. This institution's controlled gap indicates that its scientific prestige is largely derived from its own structural capacity and intellectual leadership, rather than being primarily dependent on strategic positioning in collaborations led by others.
With a very low Z-score of -1.413, the institution shows a near-complete absence of hyperprolific authors, performing notably better than the national average (-0.739). This result is consistent with a low-risk national environment and points to a healthy balance between productivity and quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal risks such as coercive authorship or the assignment of authorship without real participation. The institution's data strongly suggests that its research culture prioritizes the integrity of the scientific record over the simple inflation of publication metrics.
The institution maintains a very low rate of publication in its own journals (Z-score: -0.268), effectively isolating itself from the medium-risk dynamics observed across Brazil (0.839). This preventive stance is a sign of strong governance. While in-house journals can be valuable, excessive dependence on them raises conflicts of interest. By not replicating the national trend, the institution avoids the risk of academic endogamy and ensures its scientific production undergoes independent external peer review. This approach enhances the global visibility and competitive validation of its research, steering clear of using internal channels as potential 'fast tracks' for publication.
The institution's Z-score for redundant output is 1.211, placing it at a medium-risk level and representing a moderate deviation from the low-risk national average (-0.203). This suggests the institution is more sensitive to this particular risk factor than its peers. Massive and recurring bibliographic overlap between simultaneous publications usually indicates data fragmentation or 'salami slicing'—the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This elevated score serves as an alert that this practice may be distorting the institution's scientific evidence and prioritizing volume over the generation of significant new knowledge, a trend that warrants closer examination of publication strategies.
