| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
6.792 | 1.931 |
|
Retracted Output
|
-0.428 | -0.112 |
|
Institutional Self-Citation
|
-0.221 | 0.134 |
|
Discontinued Journals Output
|
0.294 | -0.113 |
|
Hyperauthored Output
|
-0.760 | -0.083 |
|
Leadership Impact Gap
|
-0.670 | -0.004 |
|
Hyperprolific Authors
|
-0.464 | 0.111 |
|
Institutional Journal Output
|
-0.268 | 0.290 |
|
Redundant Output
|
-1.186 | 0.073 |
Universidade da Maia presents a commendable overall integrity profile, marked by exceptional control in fundamental areas of scientific practice, yet punctuated by specific, high-impact vulnerabilities that require strategic attention. With an overall score of 0.395, the institution demonstrates a robust defense against risks such as retracted output, academic endogamy, and data fragmentation, often performing significantly better than the national average. This solid foundation is, however, contrasted by a significant alert in the Rate of Multiple Affiliations and a medium risk concerning publication in discontinued journals. The institution's academic strengths are notable in areas such as Arts and Humanities, Energy, and Psychology, where it holds competitive national positions according to SCImago Institutions Rankings data. To fully align with its mission of fostering "integral formation" and its motto of «Bonum studium, Optimus labor» ("Good study, Best work"), it is crucial to address these integrity risks. Practices that could be perceived as prioritizing metrics over substance may undermine the principle of "Best work." By implementing targeted policies for affiliation management and journal selection, the university can fortify its already strong integrity framework, ensuring its operational practices perfectly mirror its stated commitment to excellence and innovation.
The institution exhibits a Z-score of 6.792, a figure that indicates a significant risk level and starkly contrasts with the national average of 1.931. This suggests that the university is not only participating in a national trend but is amplifying it considerably. This high rate serves as a critical alert, as disproportionately high levels of multiple affiliations can signal strategic attempts to inflate institutional credit or engage in “affiliation shopping.” While many instances are legitimate results of collaboration, the sheer scale of this indicator at the institution warrants a review to ensure that all affiliations reflect genuine and substantial scientific partnerships, rather than a focus on maximizing institutional visibility at the expense of transparency.
With a Z-score of -0.428, the institution demonstrates an excellent record in this area, positioning it favorably against the national average of -0.112. This low-profile consistency, where the absence of risk signals aligns with and surpasses the national standard, points to highly effective quality control mechanisms. Retractions can stem from honest errors, but a near-zero rate suggests that the institution's pre-publication supervision and methodological rigor are robust. This performance indicates a strong integrity culture where potential issues are identified and corrected internally, preventing the systemic failures that can lead to public retractions and safeguarding the institution's scientific reputation.
The institution's Z-score of -0.221 (low risk) showcases notable institutional resilience when compared to the national Z-score of 0.134 (medium risk). This indicates that while the national system may be susceptible to insular citation practices, the university's internal control mechanisms appear to successfully mitigate these systemic risks. A certain level of self-citation is natural, but the institution's low rate demonstrates that it avoids the formation of scientific 'echo chambers.' This suggests that its academic influence is validated by the broader external community, not just inflated by internal dynamics, reflecting a healthy integration into global scientific discourse.
A moderate deviation from the national norm is observed, with the institution's Z-score at 0.294 (medium risk) compared to the country's low-risk score of -0.113. This suggests the center has a greater sensitivity to this risk factor than its peers. This indicator is a critical alert regarding the due diligence applied in selecting dissemination channels. A medium-risk score indicates that a non-trivial portion of the university's research is being published in journals that fail to meet international ethical or quality standards. This exposes the institution to severe reputational damage and suggests an urgent need to enhance information literacy among researchers to prevent the channeling of valuable scientific work into 'predatory' or low-impact outlets.
The institution maintains a prudent profile with a Z-score of -0.760, which is significantly more rigorous than the national average of -0.083, even though both fall within a low-risk category. This demonstrates a commendable commitment to transparent and accountable authorship practices. While extensive author lists are legitimate in 'Big Science,' this low score indicates the institution effectively curbs the risk of author list inflation or the inclusion of 'honorary' authors in other fields. This careful management ensures that authorship accurately reflects meaningful intellectual contribution, thereby upholding individual accountability.
With a Z-score of -0.670, the institution displays a prudent and sustainable impact profile, performing with greater rigor than the national standard (-0.004). A wide positive gap can signal a dependency on external partners for prestige, but this institution's negative score indicates the opposite: the impact of research where it holds intellectual leadership is strong and self-sufficient. This demonstrates that its scientific excellence is not merely a reflection of strategic positioning in collaborations but is rooted in genuine internal capacity, ensuring its scientific prestige is both structural and sustainable.
The university demonstrates strong institutional resilience in this area, with a low-risk Z-score of -0.464 that stands in contrast to the medium-risk national average of 0.111. This suggests that internal control mechanisms are effectively mitigating a systemic risk present in the country. While high productivity can be legitimate, extreme publication volumes often challenge the plausibility of meaningful contribution. The institution's low score indicates a healthy balance between quantity and quality, successfully avoiding risks such as coercive authorship or the assignment of credit without real participation, thus prioritizing the integrity of the scientific record over the inflation of metrics.
The institution shows a clear case of preventive isolation, with a very low-risk Z-score of -0.268, in stark contrast to the medium-risk national environment (0.290). This indicates the university does not replicate the risk dynamics observed in the country regarding academic endogamy. By avoiding over-reliance on its own journals, the institution actively sidesteps potential conflicts of interest and ensures its research undergoes independent, external peer review. This commitment to external validation significantly enhances the global visibility and credibility of its scientific production, demonstrating a preference for competitive validation over potentially faster internal publication channels.
With an exceptionally low Z-score of -1.186, the institution establishes a position of preventive isolation from the national context, where a medium risk is observed (0.073). This result strongly indicates that the university does not engage in the practice of 'salami slicing' or fragmenting studies into minimal publishable units. Such a low score is a testament to a research culture that prioritizes the generation of significant, coherent new knowledge over the artificial inflation of publication counts. This commitment not only strengthens the quality of the institution's scientific contribution but also shows respect for the academic review system.
