| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.939 | -0.132 |
|
Retracted Output
|
-0.174 | 0.931 |
|
Institutional Self-Citation
|
1.612 | 0.834 |
|
Discontinued Journals Output
|
8.882 | 2.300 |
|
Hyperauthored Output
|
-0.838 | -0.329 |
|
Leadership Impact Gap
|
-1.387 | 0.657 |
|
Hyperprolific Authors
|
0.021 | -0.639 |
|
Institutional Journal Output
|
-0.268 | 0.242 |
|
Redundant Output
|
-1.186 | -0.212 |
The Universidad de Ciencias y Humanidades presents a profile of notable strengths in scientific integrity alongside specific, critical areas requiring immediate strategic intervention. With an overall risk score of 1.515, the institution demonstrates robust control mechanisms in a majority of indicators, particularly in its capacity to insulate itself from adverse national trends such as high rates of retracted output and impact dependency. Key strengths are evident in the very low risk associated with redundant output, multiple affiliations, and output in institutional journals, reflecting a solid foundation of good scientific practice. However, this positive landscape is contrasted by a significant-risk alert in the Rate of Output in Discontinued Journals and medium-risk signals in Institutional Self-Citation and the Rate of Hyperprolific Authors. According to SCImago Institutions Rankings data, the university holds competitive national positions in Computer Science and Engineering. To fully align with its mission to "contribute to the social and productive development of the country," it is imperative to address the identified vulnerabilities. The practice of publishing in discontinued journals, in particular, directly threatens this mission by channeling valuable research into low-quality venues, undermining the credibility and potential impact of its strongest academic areas. By focusing on these specific challenges, the university can protect its reputation, ensure its research excellence translates into tangible societal benefit, and fortify its commitment to comprehensive and ethical professional training.
The institution demonstrates exemplary control in this area, with a Z-score of -0.939, which is significantly lower than the national average of -0.132. This low-profile consistency indicates that the university's affiliation practices are well-aligned with national standards of good conduct, showing no signals of risk. While multiple affiliations can be a legitimate outcome of collaboration, the university's data confirms an absence of patterns that might suggest strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a transparent and straightforward approach to academic attribution.
With a Z-score of -0.174, the institution effectively insulates itself from the significant risk levels observed at the national level (Z-score: 0.931). This performance suggests the university functions as an effective filter, maintaining robust quality control mechanisms that are not prevalent across the country. Retractions can sometimes signify responsible error correction, but a high national rate often points to systemic failures. In this context, the university’s low score is a strong positive signal, indicating that its pre-publication review processes and integrity culture are successfully preventing the dissemination of flawed research, thereby safeguarding its scientific reputation in a high-risk environment.
The university shows a medium-risk Z-score of 1.612, which indicates high exposure to this risk factor, especially when compared to the national average of 0.834. This suggests the institution is more prone than its national peers to practices that could lead to scientific isolation. While some self-citation reflects focused research lines, this disproportionately high rate signals a potential 'echo chamber' where work is validated internally without sufficient external scrutiny. This pattern warns of a risk of endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than by broader recognition from the global scientific community.
This indicator represents a critical vulnerability for the institution, with a Z-score of 8.882, a figure that dramatically accentuates the medium-risk trend already present in the country (Z-score: 2.300). This result is a severe alert regarding the due diligence applied in selecting publication channels. Such a high score indicates that a significant portion of the university's scientific output is being channeled through media that fail to meet international ethical or quality standards. This practice exposes the institution to severe reputational damage and suggests an urgent and systemic need to improve information literacy among its researchers to avoid wasting resources on 'predatory' or low-impact publishing.
The institution maintains a prudent profile in authorship practices, with a Z-score of -0.838, which is more rigorous than the national standard (Z-score: -0.329). This indicates that the university manages its collaborative processes with a higher degree of control than its peers. While extensive author lists are legitimate in 'Big Science,' their appearance elsewhere can signal authorship inflation. The university's low score suggests its authorship patterns are appropriate for its disciplinary context, effectively avoiding the dilution of individual accountability and steering clear of practices like 'honorary' authorship.
The university demonstrates exceptional scientific autonomy with a Z-score of -1.387, showing a preventive isolation from the national trend of impact dependency (Z-score: 0.657). A wide positive gap can suggest that an institution's prestige is reliant on external partners rather than its own capabilities. In contrast, this institution's negative score is a strong indicator of sustainability and structural health. It confirms that the research led by its own academics carries significant impact, proving that its scientific excellence is the result of genuine internal capacity and intellectual leadership, not merely strategic positioning in collaborations.
A moderate deviation from the national norm is observed in this indicator, with the institution registering a medium-risk Z-score of 0.021 while the country average remains in the low-risk category (Z-score: -0.639). This suggests the university has a greater sensitivity to risk factors associated with extreme publication volumes than its peers. While high productivity can reflect leadership, extreme volumes challenge the limits of meaningful intellectual contribution. This signal warrants a review, as it can point to potential imbalances between quantity and quality, or underlying risks such as coercive authorship and a culture that prioritizes metrics over the integrity of the scientific record.
The institution shows a very low-risk Z-score of -0.268, demonstrating a clear preventive isolation from the medium-risk dynamics observed nationally (Z-score: 0.242). This indicates a commendable commitment to external validation and global visibility. While in-house journals can be useful, over-reliance on them creates conflicts of interest and risks academic endogamy. By avoiding this practice, the university ensures its scientific production bypasses potential 'fast tracks' and is subjected to independent, external peer review, thereby strengthening its credibility and avoiding the pitfalls of self-validation common in its environment.
With a Z-score of -1.186, the institution exhibits an exemplary record in this area, far surpassing the low-risk national average of -0.212. This low-profile consistency demonstrates a strong institutional commitment to producing substantive and original research. The complete absence of signals related to 'salami slicing'—the practice of fragmenting a study into minimal publishable units—indicates that the university's researchers prioritize the communication of significant new knowledge over the artificial inflation of publication metrics. This approach upholds the integrity of the scientific evidence base and reflects a culture of responsible research.