| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.354 | -0.476 |
|
Retracted Output
|
-0.428 | -0.174 |
|
Institutional Self-Citation
|
0.280 | -0.045 |
|
Discontinued Journals Output
|
-0.168 | -0.276 |
|
Hyperauthored Output
|
-0.684 | 0.497 |
|
Leadership Impact Gap
|
-0.974 | 0.185 |
|
Hyperprolific Authors
|
0.090 | -0.391 |
|
Institutional Journal Output
|
-0.219 | 0.278 |
|
Redundant Output
|
0.073 | -0.228 |
The Universidad de Castilla-La Mancha (UCLM) presents a robust scientific integrity profile, reflected in an overall risk score of -0.275. This indicates a performance that is generally well-aligned with best practices, though with specific areas requiring strategic attention. The institution demonstrates exceptional strength in maintaining its scientific independence and the quality of its leadership, effectively insulating itself from national risk trends in key areas such as dependency on external collaborations for impact, reliance on institutional journals, and hyper-authorship. These strengths are foundational to its mission as an "independent research-based institution." According to SCImago Institutions Rankings data, UCLM's academic excellence is particularly prominent in areas such as Economics, Econometrics and Finance; Veterinary; and Business, Management and Accounting, where it ranks among the top institutions in Spain. However, the analysis also reveals vulnerabilities related to publication and citation behaviors, specifically in institutional self-citation, hyperprolific authorship, and redundant publications. These patterns, while at a medium level, could challenge the institution's commitment to "international projection" and "service to society" by potentially favoring internal validation and publication volume over externally validated, substantive contributions. By leveraging its clear governance strengths to address these specific behavioral indicators, UCLM is well-positioned to further solidify its reputation for academic excellence and integrity on a national and global scale.
The institution presents a Z-score of -0.354, a low-risk value that is slightly higher than the national average of -0.476. This indicates a state of statistical normality, with affiliation practices aligning with the expected patterns for its context. However, the minor elevation compared to the national benchmark suggests an incipient vulnerability that warrants monitoring. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, it is crucial to ensure these practices do not evolve into strategic attempts to inflate institutional credit or "affiliation shopping," thereby maintaining transparency and the accurate representation of collaborative contributions.
With a Z-score of -0.428, the institution demonstrates an exceptionally low rate of retracted publications, positioning it more favorably than the national average of -0.174. This low-profile consistency signals the effectiveness of its internal quality control mechanisms. A high rate of retractions can suggest systemic failures in pre-publication review or recurring malpractice. In contrast, UCLM's very low score is a positive indicator of a robust integrity culture and responsible scientific supervision, where the correction of the scientific record is managed proactively, preventing the escalation of errors that could lead to formal retractions.
The institution's Z-score for this indicator is 0.280, corresponding to a medium risk level, which represents a moderate deviation from the low-risk national average of -0.045. This suggests the university is more sensitive to this risk factor than its national peers. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately higher rate signals a potential for scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. This trend warns of a risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The university's Z-score of -0.168 places it in the low-risk category, though it is slightly less favorable than the national average of -0.276. This profile suggests a generally adequate, but not exceptional, process for selecting publication venues. While the overall risk is low, the score indicates an incipient vulnerability. A high proportion of publications in discontinued journals would be a critical alert regarding due diligence, exposing the institution to severe reputational risks from association with 'predatory' or low-quality media. The current level warrants a review to ensure researchers are equipped with the necessary information literacy to avoid these channels and direct their work to reputable outlets.
With a Z-score of -0.684, the institution shows a low-risk profile in hyper-authorship, demonstrating significant institutional resilience when compared to the medium-risk national average of 0.497. This suggests that the university's control mechanisms are effectively mitigating a systemic risk prevalent in the country. While extensive author lists are legitimate in 'Big Science' contexts, a high rate can indicate author list inflation or 'honorary' authorships. UCLM's favorable score indicates that its governance is successful in distinguishing between necessary massive collaboration and practices that dilute individual accountability and transparency.
The institution exhibits a Z-score of -0.974, a very low-risk value that signals exceptional performance, especially when contrasted with the medium-risk national average of 0.185. This result indicates a preventive isolation from a problematic national trend, showcasing that the university does not replicate the risk dynamics observed in its environment. A wide positive gap suggests that an institution's prestige is dependent on external partners rather than its own capacity. UCLM's very low score, however, demonstrates that its scientific impact is structural and sustainable, stemming directly from research where it exercises intellectual leadership, a clear sign of robust internal scientific capabilities.
The university's Z-score of 0.090 places it at a medium risk level for hyperprolific authorship, a moderate deviation from the low-risk national average of -0.391. This indicates that the institution shows greater sensitivity to this risk factor than its peers. While high productivity can reflect leadership, extreme publication volumes challenge the limits of meaningful intellectual contribution. This indicator serves as an alert to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record and require careful review.
With a Z-score of -0.219, the institution has a very low rate of publication in its own journals, a clear strength that isolates it from the medium-risk national average of 0.278. This demonstrates a strong commitment to external validation and global standards. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy, where production bypasses independent peer review. UCLM's very low score indicates that it avoids using internal channels as 'fast tracks' for publication, instead subjecting its research to the competitive validation of the international scientific community, thereby enhancing its global visibility and credibility.
The institution's Z-score for redundant output is 0.073, a medium-risk value that marks a moderate deviation from the low-risk national average of -0.228. This suggests a greater-than-average sensitivity to practices that fragment research findings. Massive bibliographic overlap between simultaneous publications often indicates 'salami slicing,' where a single study is divided into minimal publishable units to artificially inflate productivity. This elevated value serves as an alert that such practices may be occurring, which can distort the available scientific evidence and prioritize publication volume over the generation of significant new knowledge, warranting a review of institutional research and publication guidelines.
