| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.119 | -0.565 |
|
Retracted Output
|
-0.212 | -0.149 |
|
Institutional Self-Citation
|
0.083 | 0.169 |
|
Discontinued Journals Output
|
-0.175 | -0.070 |
|
Hyperauthored Output
|
-0.282 | -0.127 |
|
Leadership Impact Gap
|
1.952 | 0.479 |
|
Hyperprolific Authors
|
-1.413 | -0.701 |
|
Institutional Journal Output
|
-0.268 | 1.054 |
|
Redundant Output
|
-1.186 | -0.016 |
The Universidad Autónoma de Baja California Sur demonstrates a robust and commendable scientific integrity profile, reflected in an overall score of -0.350. The institution exhibits significant strengths in maintaining very low-risk levels for key indicators such as the Rate of Multiple Affiliations, Rate of Hyperprolific Authors, Rate of Output in Institutional Journals, and Rate of Redundant Output, consistently outperforming national averages and showcasing a culture of responsible research practices. A primary area for strategic attention is the notable gap between the impact of its total output and that of research led by its own academics, which suggests a dependency on external collaborations for visibility. This operational strength in integrity aligns well with its thematic leadership, as identified by SCImago Institutions Rankings, in areas crucial for regional development like Agricultural and Biological Sciences, Earth and Planetary Sciences, and Environmental Science. To fully realize its mission of generating "vanguard knowledge" and contributing to "sustainable development," it is vital to address this impact dependency. A continued focus on fostering internal research leadership will ensure that its recognized high-quality and socially responsible framework translates into structural, self-sustaining scientific excellence, solidifying its role as a key academic actor in the state and the country.
With a Z-score of -1.119, significantly lower than the national average of -0.565, the institution displays an exemplary and consistent affiliation policy. This absence of risk signals aligns with the low-risk standard observed nationally, indicating that the university's practices are clean and transparent. While multiple affiliations can be a legitimate outcome of academic mobility or partnerships, the institution's very low rate confirms it is not engaging in strategic "affiliation shopping" to artificially inflate its institutional credit, reflecting a solid commitment to ethical representation.
The institution maintains a prudent profile regarding retracted publications, with a Z-score of -0.212 that is slightly more favorable than the national average of -0.149. This suggests that its internal quality control and supervision mechanisms are managed with a high degree of rigor. A low rate like this indicates that retractions are likely isolated events stemming from the honest correction of unintentional errors—a sign of responsible science—rather than evidence of systemic failures in its integrity culture or recurring methodological flaws.
The university's Z-score for institutional self-citation is 0.083, which, while indicating a medium risk level, is notably lower than the national average of 0.169. This points to a differentiated management strategy, where the institution successfully moderates a risk that is more common across the country. A certain level of self-citation is natural, but by keeping this rate below the national trend, the university mitigates the risk of creating scientific "echo chambers" and ensures its work is validated by sufficient external scrutiny, thus avoiding the endogamous inflation of its academic impact.
The institution demonstrates a prudent approach in its selection of publication venues, with a Z-score of -0.175, which is healthier than the national average of -0.070. This indicates that its researchers exercise more rigorous due diligence when choosing dissemination channels. This careful selection is crucial, as a high proportion of publications in discontinued journals can be a critical alert for reputational risk. The university's low rate shows a commitment to avoiding predatory or low-quality media, ensuring its scientific resources are invested in reputable outlets.
With a Z-score of -0.282, the institution shows a significantly lower rate of hyper-authored output compared to the national average of -0.127. This prudent profile suggests a research culture that effectively promotes individual accountability and transparency in authorship. While extensive author lists are legitimate in "Big Science," the university's low rate outside these contexts indicates a strong defense against practices like author list inflation or "honorary" authorships, reinforcing the integrity of its academic contributions.
The institution's Z-score of 1.952 reveals a high exposure to a strategic vulnerability, as it is significantly higher than the national average of 0.479. This wide positive gap indicates that while the university's overall scientific impact is notable, the impact of research where it exercises intellectual leadership is comparatively low. This signals a sustainability risk, suggesting that its scientific prestige is largely dependent and exogenous, stemming from its role in collaborations rather than from its own structural capacity. This metric serves as a critical alert, inviting a strategic reflection on how to empower internal research lines to ensure that its claims of excellence are built on a solid foundation of home-grown leadership.
The institution presents an exceptionally low Z-score of -1.413 in hyperprolific authorship, far below the already low national average of -0.701. This near-total absence of risk signals demonstrates a healthy institutional balance between quantity and quality of research output. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The university's very low rate provides strong evidence against potential issues like coercive authorship or the assignment of credit without real participation, underscoring a culture that values the integrity of the scientific record over metric inflation.
The university demonstrates a clear case of preventive isolation from national trends, with a Z-score of -0.268 in a context where the national average is a moderate-risk 1.054. This indicates the institution does not replicate the risk dynamics observed elsewhere in the country. By largely avoiding its own journals, the university sidesteps potential conflicts of interest and academic endogamy, where production might bypass rigorous external peer review. This practice strengthens its commitment to global visibility and competitive validation, rather than using internal channels as potential 'fast tracks' to inflate publication counts.
With a Z-score of -1.186, the institution shows a very low incidence of redundant publications, a figure that is substantially better than the national average of -0.016. This near absence of risk signals for "salami slicing" points to an institutional culture that prioritizes the communication of significant, coherent findings. This practice is a strong indicator of scientific integrity, as it avoids artificially inflating productivity by fragmenting studies into minimal publishable units, thereby respecting the scientific record and the peer review system.
