| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.350 | -0.497 |
|
Retracted Output
|
-0.381 | -0.244 |
|
Institutional Self-Citation
|
1.062 | 0.340 |
|
Discontinued Journals Output
|
-0.379 | -0.290 |
|
Hyperauthored Output
|
-0.596 | 1.457 |
|
Leadership Impact Gap
|
-0.777 | 0.283 |
|
Hyperprolific Authors
|
-1.170 | 0.625 |
|
Institutional Journal Output
|
-0.268 | -0.177 |
|
Redundant Output
|
1.176 | 0.224 |
Universita degli Studi Mediterranea di Reggio Calabria presents a robust scientific integrity profile, with an overall risk score of -0.326 indicating performance that is well-aligned with international best practices. The institution demonstrates exceptional strengths in maintaining very low-risk levels for retracted output, publication in discontinued journals, hyperprolific authorship, and output in its own journals. Furthermore, it effectively insulates itself from national risk trends, particularly in hyper-authorship and impact dependency, showcasing strong internal governance. However, areas requiring strategic attention have been identified in Institutional Self-Citation and Redundant Output, where risk levels are elevated compared to the national average. According to SCImago Institutions Rankings data, the university's strongest thematic areas within Italy include Chemistry (ranked 15th), Social Sciences (34th), Biochemistry, Genetics and Molecular Biology (39th), and Agricultural and Biological Sciences (41st). While the institution's formal mission was not available for this analysis, the identified risks of potential academic endogamy and data fragmentation could challenge core academic values of excellence and transparency. By addressing these specific vulnerabilities, the university can leverage its solid integrity foundation to further enhance its scientific leadership and societal impact.
The institution's Z-score of -0.350 is slightly higher than the national average of -0.497. This score indicates an incipient vulnerability. While the overall risk level is low for both the institution and the country, the university shows slightly more activity in this area than its national peers. Multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, but this minor deviation suggests that it would be prudent to monitor these patterns to ensure they consistently reflect genuine collaboration rather than early signals of strategic attempts to inflate institutional credit or "affiliation shopping."
With a Z-score of -0.381, the institution demonstrates a very low risk of retracted publications, performing better than the already low-risk national average of -0.244. This low-profile consistency reflects a healthy and reliable research environment. The near absence of retractions suggests that the quality control and supervision mechanisms prior to publication are not only effective but exemplary. This performance is a strong indicator of a mature integrity culture, where methodological rigor and responsible conduct are successfully embedded in the research process, preventing the systemic failures that can lead to post-publication corrections.
The institution exhibits a Z-score of 1.062, indicating a medium risk level that is significantly higher than the national average of 0.340. This reveals a high exposure to this particular risk factor, suggesting the center is more prone to this behavior than its peers. While some self-citation reflects the natural progression of research lines, this elevated rate signals a potential for concerning scientific isolation. It warns of the risk of creating an 'echo chamber' where the institution's work is validated internally without sufficient external scrutiny, potentially leading to an endogamous inflation of its perceived academic impact rather than recognition from the global scientific community.
The institution's Z-score of -0.379 is in the very low-risk category, surpassing the low-risk national benchmark of -0.290. This excellent result demonstrates a consistent and effective policy regarding publication venues. The absence of risk signals aligns perfectly with a secure national context, indicating that the institution's researchers exercise strong due diligence in selecting dissemination channels. This practice protects the university from the severe reputational risks associated with predatory or low-quality journals and confirms a high level of information literacy across the organization.
With a Z-score of -0.596, the institution maintains a low-risk profile in stark contrast to the significant risk level seen nationally (Z-score of 1.457). This divergence highlights the university's role as an effective filter against a widespread national trend. While extensive author lists are normal in 'Big Science,' the institution successfully avoids the risk of author list inflation in other fields. This suggests that its governance acts as a firewall, promoting transparency and individual accountability and effectively distinguishing between necessary massive collaboration and questionable 'honorary' authorship practices.
The institution's Z-score of -0.777 places it in the low-risk category, demonstrating notable resilience compared to the medium-risk national average of 0.283. This indicates that the university's control mechanisms are successfully mitigating a systemic risk present in the country. A low gap suggests that the institution's scientific prestige is not overly dependent on external partners but is instead structural and sustainable. This reflects a strong internal capacity for generating high-impact research, where the university exercises genuine intellectual leadership in its collaborations rather than merely participating in them.
The institution shows a Z-score of -1.170, a very low-risk value that signals a state of preventive isolation from the medium-risk dynamics observed at the national level (Z-score of 0.625). The university does not replicate the risk patterns seen in its environment, indicating a healthy research culture. The absence of authors with extreme publication volumes suggests a commendable balance between quantity and quality. This helps prevent risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution, reinforcing a culture that prioritizes the integrity of the scientific record over raw metrics.
With a Z-score of -0.268, the institution's risk is not only very low but also below the national average of -0.177. This signifies a state of total operational silence in this indicator. The data shows an exemplary commitment to external validation, as the university avoids any over-reliance on its own journals. This practice mitigates potential conflicts of interest and the risk of academic endogamy, ensuring that its scientific production undergoes independent peer review. By favoring external channels, the institution enhances its global visibility and demonstrates a commitment to competitive, merit-based validation.
The institution's Z-score of 1.176 is in the medium-risk range and is considerably higher than the national average of 0.224. This indicates a high exposure to this risk, making the center more susceptible to this practice than its national counterparts. While citing one's own work is part of cumulative science, this elevated score alerts to the potential for 'salami slicing,' where a single study may be fragmented into minimal publishable units to artificially inflate productivity metrics. This practice is a cause for concern as it can distort the scientific evidence base and overburden the peer-review system, prioritizing publication volume over the generation of significant new knowledge.