| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.523 | -0.476 |
|
Retracted Output
|
-0.475 | -0.174 |
|
Institutional Self-Citation
|
0.021 | -0.045 |
|
Discontinued Journals Output
|
0.060 | -0.276 |
|
Hyperauthored Output
|
-0.561 | 0.497 |
|
Leadership Impact Gap
|
-0.342 | 0.185 |
|
Hyperprolific Authors
|
-1.218 | -0.391 |
|
Institutional Journal Output
|
0.215 | 0.278 |
|
Redundant Output
|
-0.418 | -0.228 |
The Universidad de Cadiz presents a robust overall integrity profile, with a global risk score of -0.348 indicating a performance that is healthier than the international average. The institution demonstrates significant strengths in areas related to research quality and authorial conduct, particularly with very low risk signals in the Rate of Retracted Output and the Rate of Hyperprolific Authors. However, a cluster of medium-risk indicators, including the Rate of Institutional Self-Citation, Rate of Output in Discontinued Journals, and Rate of Output in Institutional Journals, points to a strategic vulnerability in its publication and dissemination practices. These areas suggest a tendency towards academic insularity and a need for greater due diligence in selecting publication venues. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Energy, Arts and Humanities, Earth and Planetary Sciences, and Environmental Science. The identified risks, particularly those related to insular publication habits and the use of low-quality journals, could undermine the institution's mission to effectively generate and transfer knowledge to its environment. An over-reliance on internal validation contradicts the pursuit of excellence and social commitment, which requires robust, external scrutiny. To fully align its practices with its mission, it is recommended that the Universidad de Cadiz develops targeted strategies to enhance the international visibility and external validation of its research, ensuring its significant thematic strengths achieve the global impact they deserve.
The institution presents a Z-score of -0.523, a low-risk value that is slightly more favorable than the national average of -0.476. This indicates a prudent and well-managed approach to author affiliations, showing even more rigor than the national standard. While multiple affiliations can be a legitimate outcome of collaboration, this controlled rate suggests that the university's practices are not indicative of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a healthy and transparent representation of its collaborative network.
With a Z-score of -0.475, the institution demonstrates a very low risk of retracted publications, performing significantly better than the already low-risk national average of -0.174. This absence of risk signals is consistent with a secure national environment and points to highly effective internal quality control mechanisms. Retractions can signal systemic failures in pre-publication review, but this excellent result suggests the institution upholds a strong culture of integrity and methodological rigor, effectively preventing the types of errors or malpractice that lead to such corrective actions.
The institution's Z-score of 0.021 places it in the medium-risk category, a moderate deviation from the low-risk national average of -0.045. This discrepancy suggests the university is more prone to citing its own work than its national peers. A certain level of self-citation is natural, but this elevated rate warns of potential scientific isolation or an 'echo chamber' where work is validated internally without sufficient external scrutiny. This dynamic creates a risk of endogamous impact inflation, where the institution's academic influence may be oversized by internal citation patterns rather than recognition from the global scientific community.
The university shows a medium-risk Z-score of 0.060, which contrasts sharply with the low-risk national average of -0.276. This indicates a greater institutional sensitivity to this risk factor compared to its peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score suggests that a portion of the university's scientific output is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational harm and signaling an urgent need for improved information literacy to avoid 'predatory' or low-quality publishing practices.
With a low-risk Z-score of -0.561, the institution demonstrates notable resilience against a national context where hyper-authorship is a medium-level risk (Z-score: 0.497). This suggests that institutional control mechanisms are effectively mitigating a systemic risk present in the country. While extensive author lists are legitimate in 'Big Science,' a low score outside these contexts indicates that the university successfully prevents author list inflation. This preserves individual accountability and transparency, distinguishing necessary large-scale collaboration from questionable 'honorary' authorship practices.
The institution maintains a low-risk Z-score of -0.342, showcasing institutional resilience when compared to the medium-risk national average of 0.185. This favorable gap indicates that the university's scientific prestige is structurally sound and driven by internal capacity. While it is common for institutions to depend on external partners for impact, this result suggests that the university's excellence metrics are a direct result of its own intellectual leadership, rather than a dependency on collaborations where it does not lead, thus ensuring the sustainability of its scientific influence.
The university's Z-score of -1.218 is in the very low-risk category, a result that is substantially better than the low-risk national average of -0.391. This absence of risk signals, which is even more pronounced than the national standard, points to a healthy balance between productivity and quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution, but this exceptionally low score indicates the institution is effectively avoiding risks such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of its scientific record over pure metrics.
The institution's Z-score of 0.215 reflects a medium-level risk, which is a common pattern shared at the national level (Z-score: 0.278). However, the university's slightly lower score suggests a differentiated management approach that moderates this risk more effectively than the country average. Nonetheless, a medium-level risk warns of potential academic endogamy, where scientific production might bypass independent external peer review. This practice can limit global visibility and raises concerns about the use of internal channels as 'fast tracks' to inflate publication records without standard competitive validation.
With a low-risk Z-score of -0.418, the institution demonstrates a prudent profile that is more rigorous than the national standard (-0.228). This indicates strong control over publication practices and a low incidence of data fragmentation. A high rate of bibliographic overlap can signal 'salami slicing'—the practice of dividing a study into minimal units to artificially inflate productivity. The university's low score suggests its researchers are committed to publishing significant and coherent new knowledge, prioritizing substance over volume and avoiding practices that distort the scientific evidence base.
