| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
4.213 | 1.931 |
|
Retracted Output
|
-0.456 | -0.112 |
|
Institutional Self-Citation
|
0.473 | 0.134 |
|
Discontinued Journals Output
|
0.538 | -0.113 |
|
Hyperauthored Output
|
-0.772 | -0.083 |
|
Leadership Impact Gap
|
-0.533 | -0.004 |
|
Hyperprolific Authors
|
-1.413 | 0.111 |
|
Institutional Journal Output
|
-0.268 | 0.290 |
|
Redundant Output
|
-1.186 | 0.073 |
The Instituto Politécnico de Beja presents a profile of notable contrasts, with an overall integrity score of 0.123 reflecting a solid foundation but also highlighting specific areas requiring strategic attention. The institution demonstrates exceptional control over its research processes, with very low risk signals in key areas such as the rates of retracted output, hyperprolific authors, redundant publications, and output in its own journals. These strengths provide a robust base for its scientific activity. However, this is counterbalanced by significant risk in the Rate of Multiple Affiliations and medium-level alerts in Institutional Self-Citation and Output in Discontinued Journals. These vulnerabilities could potentially undermine the institution's mission to serve society through the credible production and dissemination of knowledge. The Institute's strong positioning in areas like Agricultural and Biological Sciences and Social Sciences, as evidenced by SCImago Institutions Rankings data, underscores its capacity for excellence. To fully align its operational practices with its mission, the institution is encouraged to leverage its demonstrated strengths in process control to mitigate the identified risks, thereby ensuring its commitment to professional integrity and social responsibility is reflected across all facets of its research output.
The institution exhibits a significant risk level with a Z-score of 4.213, a value that amplifies the vulnerabilities already present in the national system, which has a medium-risk score of 1.931. This suggests that the institution is not only following a national trend but is an outlier within it. While multiple affiliations can be legitimate, such a disproportionately high rate can signal strategic attempts to inflate institutional credit or engage in “affiliation shopping.” This accentuation of risk warrants an internal review to ensure that all affiliations are substantive and align with the institution's collaborative and integrity policies.
With a Z-score of -0.456, the institution demonstrates an exceptionally low rate of retracted publications, aligning perfectly with the low-risk national standard (Z-score of -0.112). This low-profile consistency indicates that the institution's internal quality control and supervision mechanisms are robust and effective. The absence of significant risk signals in this area suggests a culture of methodological rigor and responsible research conduct, where potential errors are managed effectively prior to publication, reinforcing the integrity of its scientific output.
The institution's Z-score for self-citation is 0.473, which, while in the medium-risk category, is notably higher than the national average of 0.134. This indicates a high exposure to this particular risk factor compared to its national peers. A certain level of self-citation is natural and reflects the continuity of research lines; however, this elevated rate warns of a potential for scientific isolation or the formation of 'echo chambers.' It signals a risk of endogamous impact inflation, where the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global scientific community.
A moderate deviation from the national norm is observed in this indicator, with the institution showing a medium-risk Z-score of 0.538 compared to the country's low-risk score of -0.113. This suggests the institution has a greater sensitivity to risk factors than its peers and constitutes a critical alert regarding due diligence in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution maintains a prudent profile in its authorship practices, with a Z-score of -0.772 that is well below the national average of -0.083. This indicates that its processes are managed with more rigor than the national standard. This low incidence of hyper-authorship suggests that the institution effectively distinguishes between necessary large-scale collaboration and practices like 'honorary' authorship, thereby promoting transparency and clear individual accountability for its research contributions.
With a Z-score of -0.533, the institution demonstrates a prudent profile, managing its scientific leadership more rigorously than the national standard (-0.004). A negative score indicates that the impact of research led by the institution is higher than the impact of its overall output, which includes collaborations. This is a sign of strong internal capacity and intellectual leadership, suggesting that the institution's scientific prestige is structural and sustainable, rather than being dependent on external partners where it does not exercise primary leadership.
The institution shows a remarkable preventive isolation from national risk dynamics in this area. Its very low Z-score of -1.413 contrasts sharply with the country's medium-risk score of 0.111, indicating that the institution does not replicate the risk patterns observed in its environment. This absence of extreme individual publication volumes suggests a healthy institutional culture that prioritizes quality over quantity, effectively mitigating risks such as coercive authorship or the assignment of credit without meaningful participation, and thus safeguarding the integrity of its scientific record.
The institution effectively isolates itself from the risks of academic endogamy, with a very low Z-score of -0.268 for publications in its own journals, in contrast to the medium-risk national average of 0.290. This demonstrates a clear policy of not replicating the risk dynamics present in its environment. By avoiding over-reliance on in-house journals, the institution circumvents potential conflicts of interest and ensures its research undergoes independent external peer review, which is crucial for achieving global visibility and competitive validation rather than using internal channels as 'fast tracks' to inflate CVs.
With a very low Z-score of -1.186, the institution demonstrates preventive isolation from the national trend, which sits at a medium-risk level of 0.073. This indicates that the institution's research culture does not replicate the risk dynamics observed in its environment. The data strongly suggests a commitment to publishing significant and coherent studies rather than artificially inflating productivity through 'salami slicing.' This practice of prioritizing substantive new knowledge over volume strengthens the scientific evidence base and shows respect for the integrity of the peer-review system.
