| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.137 | -0.565 |
|
Retracted Output
|
-0.343 | -0.149 |
|
Institutional Self-Citation
|
0.070 | 0.169 |
|
Discontinued Journals Output
|
0.804 | -0.070 |
|
Hyperauthored Output
|
-0.998 | -0.127 |
|
Leadership Impact Gap
|
0.148 | 0.479 |
|
Hyperprolific Authors
|
-1.413 | -0.701 |
|
Institutional Journal Output
|
-0.268 | 1.054 |
|
Redundant Output
|
-0.257 | -0.016 |
The Universidad Autónoma de Campeche demonstrates a solid and responsible scientific integrity profile, reflected in an overall risk score of -0.276. This performance indicates a general alignment with best practices and effective internal governance. The institution's primary strengths lie in its exceptionally low rates of hyperprolific authorship, multiple affiliations, and output in its own journals, showcasing a commitment to transparency and external validation. This robust foundation is complemented by prudent management of retractions, hyper-authorship, and redundant publications, where the university consistently outperforms national averages. According to SCImago Institutions Rankings data, these sound practices support areas of thematic strength, particularly in Agricultural and Biological Sciences (ranked 25th in Mexico) and Environmental Science (ranked 26th in Mexico). This integrity profile strongly supports the university's mission to provide "competitive quality" and contribute to "sustainable development." However, a notable vulnerability in the rate of publication in discontinued journals presents a moderate risk that could undermine its reputation for excellence. To fully realize its mission, the university is encouraged to build upon its considerable strengths by implementing targeted information literacy and due diligence policies for publication channels, thus ensuring its valuable research contributions achieve the credible, global impact they deserve.
With an institutional Z-score of -1.137, significantly lower than the national average of -0.565, the university demonstrates an exemplary and transparent approach to academic affiliations. This absence of risk signals is consistent with the low-risk national context, indicating that the institution's collaboration and affiliation practices are well-governed. While multiple affiliations can be a legitimate result of researcher mobility or partnerships, the university's very low rate confirms it avoids strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby reinforcing the credibility of its collaborations.
The institution's Z-score of -0.343, compared to the national score of -0.149, suggests a prudent and effective management of its scientific quality control. This indicates that the university's pre-publication review processes are more rigorous than the national standard, successfully minimizing the incidence of errors that could lead to retraction. While some retractions reflect responsible supervision and the correction of honest mistakes, a rate below the national average points to a robust integrity culture that systemically prevents failures in methodological rigor and potential malpractice, safeguarding the reliability of its research output.
The university manages its self-citation practices more effectively than its peers, with an institutional Z-score of 0.070, which is notably lower than the national average of 0.169. This differentiated management indicates that while the institution fosters continuity in its research lines, it successfully avoids the pitfalls of scientific isolation. A certain level of self-citation is natural, but the university's moderate rate suggests its work is validated by the broader external community, mitigating the risk of creating 'echo chambers' or endogamously inflating its academic impact.
This indicator reveals a point of vulnerability, as the institution's Z-score of 0.804 marks a moderate deviation from the national average of -0.070. This greater sensitivity to risk suggests a potential gap in due diligence when selecting publication venues. A high proportion of output in discontinued journals constitutes a critical alert, indicating that a portion of the university's research may be channeled through media that fail to meet international ethical or quality standards. This exposes the institution to severe reputational risks and signals an urgent need to enhance information literacy among its researchers to prevent the waste of resources on 'predatory' or low-quality practices.
With a Z-score of -0.998, far below the national average of -0.127, the institution demonstrates exceptionally rigorous authorship practices. This prudent profile indicates a strong culture of accountability and transparency, effectively avoiding the risk of author list inflation. While extensive author lists are legitimate in 'Big Science' contexts, the university's low rate outside these areas confirms that authorship is likely based on meaningful contributions, steering clear of 'honorary' or political authorship and ensuring individual responsibility is not diluted.
The university exhibits a more sustainable and balanced impact profile than the national trend, with a Z-score of 0.148 compared to the country's 0.479. This differentiated management of collaboration-based impact is a sign of institutional strength. A smaller gap suggests that the university's scientific prestige is not overly dependent on external partners but is structurally rooted in its own intellectual leadership. This reflects a solid internal capacity to generate high-impact research, ensuring its reputation for excellence is built on its own capabilities rather than primarily on strategic positioning in collaborations.
The institution's Z-score of -1.413, compared to the national average of -0.701, signals a complete absence of hyperprolific authorship, aligning with a context of maximum scientific security. This exceptionally low indicator points to an environment where the balance between quantity and quality is carefully maintained. While high productivity can be legitimate, the university's profile avoids the risks associated with extreme publication volumes, such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record over purely quantitative metrics.
The university effectively isolates itself from national risk dynamics in this area, with a Z-score of -0.268 in stark contrast to the country's high-risk average of 1.054. This preventive isolation demonstrates a firm commitment to independent, external peer review. By avoiding excessive dependence on its own journals, the institution sidesteps potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production is validated through standard competitive channels, enhancing its global visibility and credibility rather than using internal 'fast tracks' to inflate publication counts.
With a Z-score of -0.257, lower than the national average of -0.016, the institution demonstrates a more prudent approach to its publication strategy. This suggests a culture that prioritizes the communication of significant, coherent studies over artificially inflating productivity metrics. By maintaining a lower rate of bibliographic overlap, the university effectively mitigates the risk of 'salami slicing'—the practice of fragmenting a single study into minimal publishable units. This commitment ensures its research contributes meaningful new knowledge and upholds the integrity of the scientific evidence base.