| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
3.281 | -0.497 |
|
Retracted Output
|
-0.475 | -0.244 |
|
Institutional Self-Citation
|
0.652 | 0.340 |
|
Discontinued Journals Output
|
-0.471 | -0.290 |
|
Hyperauthored Output
|
0.326 | 1.457 |
|
Leadership Impact Gap
|
-1.953 | 0.283 |
|
Hyperprolific Authors
|
-1.413 | 0.625 |
|
Institutional Journal Output
|
-0.268 | -0.177 |
|
Redundant Output
|
-0.110 | 0.224 |
Istituto Universitario di Studi Superiori Pavia demonstrates a robust scientific integrity profile, reflected in an overall score of -0.131, which indicates a performance largely aligned with best practices. The institution's primary strengths lie in its exceptional control over research quality and leadership, with minimal risk signals in retractions, hyperprolific authorship, and impact dependency. These strengths are particularly noteworthy as they stand in stark contrast to more moderate or significant risk trends at the national level. According to SCImago Institutions Rankings data, the institution excels in specialized fields, achieving its strongest national rankings in Physics and Astronomy, Earth and Planetary Sciences, and Psychology. However, a significant alert in the Rate of Multiple Affiliations and a moderate tendency towards institutional self-citation present a strategic challenge. These practices could potentially dilute the institution's distinct academic identity and contradict its mission to provide uniquely "qualified programs," which implies a focused and self-sufficient model of excellence. To fully align its operational footprint with its strategic vision, it is recommended that the institution investigates the drivers behind its affiliation patterns, ensuring they genuinely enhance knowledge creation rather than merely inflating institutional metrics.
The institution presents a Z-score of 3.281, a figure that marks a severe discrepancy when compared to the national average of -0.497. This pronounced divergence indicates that the institution's activity in this area is highly atypical for its national context and requires a deep integrity assessment. While multiple affiliations can be a legitimate outcome of collaborative research, the disproportionately high rate observed here raises a critical flag. It suggests a potential systemic pattern of strategic "affiliation shopping" aimed at inflating institutional credit, a practice that could undermine the perceived value and uniqueness of the contributions originating from the institution's core faculty and researchers.
With a Z-score of -0.475, the institution demonstrates an exceptionally low rate of retracted publications, a performance that is not only positive in absolute terms but also aligns well with the low-risk national standard (Z-score of -0.244). This absence of significant risk signals is a strong indicator of robust and effective pre-publication quality control mechanisms. A high rate of retractions can often point to systemic failures in methodological rigor or integrity; however, this institution's data suggests a culture of responsible supervision and sound scientific practice, where the academic record is carefully maintained and protected from unintentional errors or malpractice.
The institution's Z-score for self-citation is 0.652, placing it in a moderate risk category that is notably more pronounced than the national average of 0.340. This suggests that while self-citation is a common practice within the country, the institution is more exposed to its associated risks. A certain level of self-citation is natural and reflects the continuity of established research lines. Nevertheless, this elevated rate warns of a potential 'echo chamber' where the institution's work is validated internally without sufficient external scrutiny. This dynamic creates a risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal citation patterns rather than broader recognition from the global scientific community.
The institution shows exemplary performance in its choice of publication venues, with a Z-score of -0.471, indicating a near-total absence of output in discontinued journals. This result is highly consistent with the low-risk national environment (Z-score of -0.290) and demonstrates superior due diligence. A high proportion of publications in such journals would constitute a critical alert regarding the selection of dissemination channels. In contrast, this institution's clean record indicates that its researchers are effectively avoiding predatory or low-quality media, thereby safeguarding its reputation and ensuring that scientific efforts are channeled through credible and enduring platforms.
With a Z-score of 0.326, the institution displays a moderate level of hyper-authored publications, a figure that demonstrates relative containment when compared to the significant national average of 1.457. This suggests that although the institution is not entirely immune to the trend of extensive author lists, it operates with more order and control than its national peers. This is a positive signal that the institution may be effectively distinguishing between necessary massive collaboration, common in 'Big Science', and practices like 'honorary' authorship. The moderate signal still warrants attention to ensure authorship criteria remain transparent and individual accountability is not diluted.
The institution exhibits a remarkable strength in its research autonomy, with a Z-score of -1.953, which signifies a strong connection between its overall impact and the work it leads. This performance represents a preventive isolation from the national trend, where a moderate gap is observed (Z-score of 0.283). A wide positive gap can signal a sustainability risk, suggesting that prestige is dependent on external partners. In contrast, this institution's very low score indicates that its scientific excellence is structural and endogenous, stemming from real internal capacity rather than a strategic positioning in collaborations where it does not exercise intellectual leadership.
The institution effectively isolates itself from the risks associated with hyperprolific authorship, showing a Z-score of -1.413, in stark contrast to the moderate national average of 0.625. This near-complete absence of extreme individual publication volumes is a strong indicator of a healthy research culture. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. This institution's data suggests a commendable focus on quality over quantity, mitigating risks such as coercive authorship or the assignment of credit without real participation, and thereby upholding the integrity of its scientific record.
With a Z-score of -0.268, the institution demonstrates a near-total absence of publications in its own journals, a signal of operational silence that is even stronger than the already minimal national average (-0.177). This commitment to external publication channels is an exemplary practice. In-house journals can create conflicts of interest where an institution acts as both judge and party. By avoiding this, the institution ensures its research undergoes independent external peer review, which eliminates the risk of academic endogamy, enhances global visibility, and confirms that its output is validated through standard competitive processes.
The institution displays strong institutional resilience against the practice of redundant publication, with a low Z-score of -0.110 compared to the moderate systemic risk seen at the national level (Z-score of 0.224). This suggests that internal control mechanisms are effectively mitigating a trend that is more common in its environment. A high rate of bibliographic overlap often indicates 'salami slicing'—the fragmentation of a single study into multiple minimal units to inflate productivity. This institution's low score points to a culture that values the contribution of significant, coherent new knowledge over the artificial inflation of publication metrics, thereby protecting the integrity of the scientific evidence base.