| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.952 | -0.476 |
|
Retracted Output
|
-0.381 | -0.174 |
|
Institutional Self-Citation
|
-0.058 | -0.045 |
|
Discontinued Journals Output
|
-0.337 | -0.276 |
|
Hyperauthored Output
|
2.291 | 0.497 |
|
Leadership Impact Gap
|
1.422 | 0.185 |
|
Hyperprolific Authors
|
0.004 | -0.391 |
|
Institutional Journal Output
|
0.304 | 0.278 |
|
Redundant Output
|
0.210 | -0.228 |
The Universidad de Cantabria presents a robust scientific integrity profile, with an overall score of -0.053 indicating performance slightly above the expected baseline. The institution demonstrates exceptional strengths in governance and due diligence, reflected by very low-risk indicators in Multiple Affiliations, Retracted Output, and publication in Discontinued Journals. However, this solid foundation is contrasted by a significant alert in Hyper-Authored Output and medium-risk signals in the impact dependency gap, hyperprolific authorship, and redundant publications. These vulnerabilities require strategic attention. According to SCImago Institutions Rankings data, the university's scientific excellence is most prominent in the fields of Chemistry, Earth and Planetary Sciences, Pharmacology, Toxicology and Pharmaceutics, and Engineering. The identified risks, particularly those related to authorship and impact dependency, could challenge the institution's mission to deliver "quality research" and act in a "socially responsible" manner. Practices that prioritize metrics over substance may undermine the very excellence the mission seeks to uphold. A proactive strategy to address these specific areas will not only mitigate risk but also reinforce the university's commitment to a transparent and genuinely impactful scientific culture.
The institution exhibits an exceptionally low rate of multiple affiliations, with a Z-score of -0.952, which is significantly below the national average of -0.476. This result demonstrates a clear and well-managed affiliation policy that aligns with national standards while showing even greater rigor. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The university's very low score indicates an absence of such risk signals, reflecting a transparent and unambiguous approach to declaring institutional credit for its research output.
With a Z-score of -0.381, the institution's rate of retracted publications is minimal and well below the already low national average of -0.174. This consistency with the national environment points to effective institutional oversight. A high rate of retractions can suggest systemic failures in pre-publication quality control. The university’s very low score, however, signifies the opposite: a strong culture of methodological rigor and responsible supervision, which prevents recurring errors and protects the integrity of its scientific record.
The institution's rate of self-citation (Z-score: -0.058) is statistically normal and almost identical to the national benchmark (Z-score: -0.045). This alignment suggests that the university's citation practices are in line with the expected patterns for its context. A certain level of self-citation is natural, reflecting the continuity of research lines. The observed level does not indicate any concerning scientific isolation or 'echo chambers.' Instead, it points to a healthy balance where the institution's work is validated by both internal follow-up and sufficient external scrutiny from the global community.
The university demonstrates exemplary performance in its choice of publication venues, with a Z-score of -0.337, markedly lower than the national average of -0.276. This indicates a near-total absence of publications in journals that have been discontinued due to quality or ethical concerns. A high proportion of output in such journals is a critical alert regarding due diligence. The institution's very low score confirms that its researchers are effectively avoiding predatory or low-quality channels, thereby safeguarding its reputation and ensuring its scientific contributions are made through credible and enduring platforms.
A significant alert is raised by the institution's rate of hyper-authored output, which at a Z-score of 2.291, dramatically amplifies the vulnerability already present in the national system (Z-score: 0.497). This finding requires urgent attention. Outside of "Big Science" contexts where large author lists are standard, such a high rate is a strong indicator of author list inflation, a practice that dilutes individual accountability and transparency. This severe discrepancy suggests a systemic issue that may involve 'honorary' or political authorship, demanding a deep integrity assessment to ensure that authorship credit is awarded based on meaningful intellectual contribution.
The institution shows a moderate deviation from its peers with a Z-score of 1.422, notably higher than the national average of 0.185. This indicates a greater sensitivity to impact dependency. The wide positive gap suggests that while the university is involved in high-impact collaborations, its scientific prestige is more reliant on external partners than on research where it exercises intellectual leadership. This signals a potential sustainability risk, as its reputation for excellence may be more exogenous than structural. This finding invites a strategic reflection on how to strengthen internal capacity and foster homegrown research leadership.
With a Z-score of 0.004, the institution displays a medium-risk signal for hyperprolific authorship, a notable deviation from the low-risk national context (Z-score: -0.391). This divergence warrants a review of its causes. Extreme individual publication volumes challenge the limits of human capacity for meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of credit without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record.
The institution's rate of publication in its own journals (Z-score: 0.304) is consistent with the national average (Z-score: 0.278), indicating that its practices reflect a systemic pattern within the country. This shared medium-risk level highlights a potential conflict of interest, where the institution acts as both judge and party in the publication process. This reliance on in-house journals warns of a systemic risk of academic endogamy, where scientific work might bypass rigorous, independent external peer review, potentially limiting global visibility and serving as a 'fast track' to inflate publication counts without standard competitive validation.
The university shows a greater sensitivity to redundant publication practices than its national peers, with a Z-score of 0.210 against a national average of -0.228. This moderate deviation suggests a higher tendency toward 'salami slicing.' This practice, which involves fragmenting a coherent study into minimal publishable units to artificially inflate productivity, is a cause for concern. It not only distorts the available scientific evidence but also overburdens the peer-review system. This signal indicates a need to reinforce policies that prioritize the publication of significant, complete studies over sheer volume.
