| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.642 | 0.236 |
|
Retracted Output
|
-0.400 | -0.094 |
|
Institutional Self-Citation
|
-0.039 | 0.385 |
|
Discontinued Journals Output
|
0.563 | -0.231 |
|
Hyperauthored Output
|
-0.494 | -0.212 |
|
Leadership Impact Gap
|
0.686 | 0.199 |
|
Hyperprolific Authors
|
1.423 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.677 | -0.203 |
The Instituto Federal de Educacao, Ciencia e Tecnologia do Parana demonstrates a robust overall integrity profile, reflected in a low aggregate risk score of 0.246. This solid foundation is built upon significant strengths, particularly in areas of post-publication quality control, with very low rates of retracted output, redundant publications, and output in institutional journals. However, the analysis also highlights specific vulnerabilities requiring strategic attention, namely a high exposure to risks associated with multiple affiliations, a notable gap in the impact of institution-led research, and a moderate deviation from national norms in publishing in discontinued journals and the prevalence of hyperprolific authors. These areas of concern stand in contrast to the institution's recognized academic strengths, as evidenced by its strong national standing in the SCImago Institutions Rankings, particularly in Agricultural and Biological Sciences (ranked 41st in Brazil) and Chemistry (ranked 58th). To fully align with its mission of promoting "excellent education" and contributing to "local and regional development," it is crucial to address these integrity risks, as they could undermine the perceived quality and sustainability of its scientific contributions. A proactive approach, focusing on enhancing author guidance and publication channel selection, will ensure that the institution's operational practices fully reflect its commitment to excellence and social responsibility.
The institution presents a Z-score of 1.642, significantly higher than the national average of 0.236. Although both the institution and the country operate within a medium-risk context for this indicator, the institution shows a greater propensity for these signals. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate suggests a high exposure to the risk of strategic attempts to inflate institutional credit or “affiliation shopping.” It is advisable to review collaboration patterns to ensure they reflect genuine scientific partnerships rather than practices that could dilute the institution's distinct contribution.
With a Z-score of -0.400, the institution demonstrates an exemplary record in this area, well below the already low national average of -0.094. This low-profile consistency indicates that the institution’s quality control and supervision mechanisms are robust and effective, aligning perfectly with the national standard for scientific security. The absence of risk signals suggests that when errors occur, they are likely handled responsibly, reflecting a strong culture of integrity and methodological rigor that prevents systemic failures prior to publication.
The institution's Z-score of -0.039 is notably lower than the national average of 0.385, which falls into a medium-risk category. This demonstrates significant institutional resilience, as internal control mechanisms appear to successfully mitigate the systemic risks of academic endogamy observed elsewhere in the country. A certain level of self-citation is natural, but the institution's prudent profile suggests its research is validated by the broader scientific community, avoiding the 'echo chambers' that can inflate impact through internal dynamics rather than genuine global recognition.
The institution's Z-score of 0.563 marks a moderate deviation from the national average of -0.231, indicating a greater sensitivity to this risk factor than its national peers. This suggests a potential vulnerability in the due diligence processes for selecting dissemination channels. A high proportion of publications in such journals is a critical alert, as it indicates that scientific output may be channeled through media that do 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 among researchers to avoid wasting resources on 'predatory' or low-quality practices.
The institution maintains a Z-score of -0.494, which is lower than the national average of -0.212. This prudent profile suggests that the institution manages its authorship processes with more rigor than the national standard. While extensive author lists are legitimate in 'Big Science' contexts, the institution's controlled rate indicates a healthy approach to authorship, effectively distinguishing between necessary massive collaboration and practices like 'honorary' authorship that can dilute individual accountability and transparency.
With a Z-score of 0.686, the institution shows a much wider gap compared to the national average of 0.199. This high exposure suggests that while the institution participates in high-impact research, its own intellectual leadership in these projects is less pronounced. A wide positive gap signals a sustainability risk, where scientific prestige may be dependent and exogenous rather than a result of structural internal capacity. This invites a strategic reflection on whether the institution's excellence metrics stem from its own core capabilities or from a supporting role in collaborations led by external partners.
The institution's Z-score of 1.423 represents a moderate deviation from the national context, where the average is -0.739. This indicates a greater sensitivity to the risks associated with extreme publication volumes. While high productivity can reflect leadership, rates exceeding human capacity for meaningful contribution can signal imbalances between quantity and quality. This alert warrants a review to ensure that high output does not stem from practices like coercive authorship or 'salami slicing,' which prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is exceptionally low, especially when contrasted with the national average of 0.839, which indicates a medium-risk environment. This demonstrates a clear preventive isolation, where the institution avoids replicating the risk dynamics of academic endogamy observed nationally. By not depending on its own journals, the institution ensures its scientific production undergoes independent external peer review, which enhances its global visibility and avoids potential conflicts of interest where the institution would act as both judge and party.
The institution shows a Z-score of -0.677, significantly below the national average of -0.203. This low-profile consistency demonstrates strong editorial oversight and a commitment to impactful science. The near-total absence of signals for this indicator suggests that researchers are focused on publishing significant new knowledge rather than artificially inflating productivity by fragmenting studies into minimal publishable units. This practice aligns with the highest standards of scientific integrity, avoiding the distortion of evidence and overburdening of the peer-review system.
